{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 30697 entries, 0 to 30696\n",
      "Data columns (total 25 columns):\n",
      " #   Column              Non-Null Count  Dtype  \n",
      "---  ------              --------------  -----  \n",
      " 0   action_type         30697 non-null  object \n",
      " 1   combined_shot_type  30697 non-null  object \n",
      " 2   game_event_id       30697 non-null  int64  \n",
      " 3   game_id             30697 non-null  int64  \n",
      " 4   lat                 30697 non-null  float64\n",
      " 5   loc_x               30697 non-null  int64  \n",
      " 6   loc_y               30697 non-null  int64  \n",
      " 7   lon                 30697 non-null  float64\n",
      " 8   minutes_remaining   30697 non-null  int64  \n",
      " 9   period              30697 non-null  int64  \n",
      " 10  playoffs            30697 non-null  int64  \n",
      " 11  season              30697 non-null  object \n",
      " 12  seconds_remaining   30697 non-null  int64  \n",
      " 13  shot_distance       30697 non-null  int64  \n",
      " 14  shot_made_flag      25697 non-null  float64\n",
      " 15  shot_type           30697 non-null  object \n",
      " 16  shot_zone_area      30697 non-null  object \n",
      " 17  shot_zone_basic     30697 non-null  object \n",
      " 18  shot_zone_range     30697 non-null  object \n",
      " 19  team_id             30697 non-null  int64  \n",
      " 20  team_name           30697 non-null  object \n",
      " 21  game_date           30697 non-null  object \n",
      " 22  matchup             30697 non-null  object \n",
      " 23  opponent            30697 non-null  object \n",
      " 24  shot_id             30697 non-null  int64  \n",
      "dtypes: float64(3), int64(11), object(11)\n",
      "memory usage: 5.9+ MB\n"
     ]
    },
    {
     "data": {
      "text/plain": "         action_type combined_shot_type  game_event_id   game_id      lat  \\\n0          Jump Shot          Jump Shot             10  20000012  33.9723   \n1          Jump Shot          Jump Shot             12  20000012  34.0443   \n2          Jump Shot          Jump Shot             35  20000012  33.9093   \n3          Jump Shot          Jump Shot             43  20000012  33.8693   \n4  Driving Dunk Shot               Dunk            155  20000012  34.0443   \n\n   loc_x  loc_y       lon  minutes_remaining  period  ...       shot_type  \\\n0    167     72 -118.1028                 10       1  ...  2PT Field Goal   \n1   -157      0 -118.4268                 10       1  ...  2PT Field Goal   \n2   -101    135 -118.3708                  7       1  ...  2PT Field Goal   \n3    138    175 -118.1318                  6       1  ...  2PT Field Goal   \n4      0      0 -118.2698                  6       2  ...  2PT Field Goal   \n\n          shot_zone_area  shot_zone_basic  shot_zone_range     team_id  \\\n0          Right Side(R)        Mid-Range        16-24 ft.  1610612747   \n1           Left Side(L)        Mid-Range         8-16 ft.  1610612747   \n2   Left Side Center(LC)        Mid-Range        16-24 ft.  1610612747   \n3  Right Side Center(RC)        Mid-Range        16-24 ft.  1610612747   \n4              Center(C)  Restricted Area  Less Than 8 ft.  1610612747   \n\n            team_name   game_date    matchup opponent  shot_id  \n0  Los Angeles Lakers  2000-10-31  LAL @ POR      POR        1  \n1  Los Angeles Lakers  2000-10-31  LAL @ POR      POR        2  \n2  Los Angeles Lakers  2000-10-31  LAL @ POR      POR        3  \n3  Los Angeles Lakers  2000-10-31  LAL @ POR      POR        4  \n4  Los Angeles Lakers  2000-10-31  LAL @ POR      POR        5  \n\n[5 rows x 25 columns]",
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>action_type</th>\n      <th>combined_shot_type</th>\n      <th>game_event_id</th>\n      <th>game_id</th>\n      <th>lat</th>\n      <th>loc_x</th>\n      <th>loc_y</th>\n      <th>lon</th>\n      <th>minutes_remaining</th>\n      <th>period</th>\n      <th>...</th>\n      <th>shot_type</th>\n      <th>shot_zone_area</th>\n      <th>shot_zone_basic</th>\n      <th>shot_zone_range</th>\n      <th>team_id</th>\n      <th>team_name</th>\n      <th>game_date</th>\n      <th>matchup</th>\n      <th>opponent</th>\n      <th>shot_id</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>Jump Shot</td>\n      <td>Jump Shot</td>\n      <td>10</td>\n      <td>20000012</td>\n      <td>33.9723</td>\n      <td>167</td>\n      <td>72</td>\n      <td>-118.1028</td>\n      <td>10</td>\n      <td>1</td>\n      <td>...</td>\n      <td>2PT Field Goal</td>\n      <td>Right Side(R)</td>\n      <td>Mid-Range</td>\n      <td>16-24 ft.</td>\n      <td>1610612747</td>\n      <td>Los Angeles Lakers</td>\n      <td>2000-10-31</td>\n      <td>LAL @ POR</td>\n      <td>POR</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>Jump Shot</td>\n      <td>Jump Shot</td>\n      <td>12</td>\n      <td>20000012</td>\n      <td>34.0443</td>\n      <td>-157</td>\n      <td>0</td>\n      <td>-118.4268</td>\n      <td>10</td>\n      <td>1</td>\n      <td>...</td>\n      <td>2PT Field Goal</td>\n      <td>Left Side(L)</td>\n      <td>Mid-Range</td>\n      <td>8-16 ft.</td>\n      <td>1610612747</td>\n      <td>Los Angeles Lakers</td>\n      <td>2000-10-31</td>\n      <td>LAL @ POR</td>\n      <td>POR</td>\n      <td>2</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>Jump Shot</td>\n      <td>Jump Shot</td>\n      <td>35</td>\n      <td>20000012</td>\n      <td>33.9093</td>\n      <td>-101</td>\n      <td>135</td>\n      <td>-118.3708</td>\n      <td>7</td>\n      <td>1</td>\n      <td>...</td>\n      <td>2PT Field Goal</td>\n      <td>Left Side Center(LC)</td>\n      <td>Mid-Range</td>\n      <td>16-24 ft.</td>\n      <td>1610612747</td>\n      <td>Los Angeles Lakers</td>\n      <td>2000-10-31</td>\n      <td>LAL @ POR</td>\n      <td>POR</td>\n      <td>3</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>Jump Shot</td>\n      <td>Jump Shot</td>\n      <td>43</td>\n      <td>20000012</td>\n      <td>33.8693</td>\n      <td>138</td>\n      <td>175</td>\n      <td>-118.1318</td>\n      <td>6</td>\n      <td>1</td>\n      <td>...</td>\n      <td>2PT Field Goal</td>\n      <td>Right Side Center(RC)</td>\n      <td>Mid-Range</td>\n      <td>16-24 ft.</td>\n      <td>1610612747</td>\n      <td>Los Angeles Lakers</td>\n      <td>2000-10-31</td>\n      <td>LAL @ POR</td>\n      <td>POR</td>\n      <td>4</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>Driving Dunk Shot</td>\n      <td>Dunk</td>\n      <td>155</td>\n      <td>20000012</td>\n      <td>34.0443</td>\n      <td>0</td>\n      <td>0</td>\n      <td>-118.2698</td>\n      <td>6</td>\n      <td>2</td>\n      <td>...</td>\n      <td>2PT Field Goal</td>\n      <td>Center(C)</td>\n      <td>Restricted Area</td>\n      <td>Less Than 8 ft.</td>\n      <td>1610612747</td>\n      <td>Los Angeles Lakers</td>\n      <td>2000-10-31</td>\n      <td>LAL @ POR</td>\n      <td>POR</td>\n      <td>5</td>\n    </tr>\n  </tbody>\n</table>\n<p>5 rows × 25 columns</p>\n</div>"
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('../data/kobe.csv')\n",
    "df.shape\n",
    "df.info()\n",
    "df.describe()\n",
    "df.head()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "outputs": [
    {
     "data": {
      "text/plain": "0        167\n1       -157\n2       -101\n3        138\n4          0\n        ... \n30692      1\n30693      0\n30694   -134\n30695     31\n30696      1\nName: loc_x, Length: 30697, dtype: int64"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "0         72\n1          0\n2        135\n3        175\n4          0\n        ... \n30692     48\n30693      0\n30694    166\n30695    267\n30696     72\nName: loc_y, Length: 30697, dtype: int64"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<matplotlib.collections.PathCollection at 0x1c4eabb8730>"
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x,y = df.loc_x,df.loc_y\n",
    "display(x,y)\n",
    "plt.scatter(x,y)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "outputs": [
    {
     "data": {
      "text/plain": "<matplotlib.collections.PathCollection at 0x1c4eae3e100>"
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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l83z2B1dofhxRKDLc8ZiSf7HVu9EOh8OISHehFgOr0XbRU0/dWcz65xeoqQ/eM0fLa6qts6k43tD632p67zgd7QOidD/DdFoKnavrmzD1vd0AQh9mTE9mp2cyRziZS6MwE0REujN6Jpe86Gl6cryqAEjra56ob1Rcr6utd7dXtmZg1GRwfBLw7OjL8du7srG8MBebpuV3ClpC7Z4b6jBjsPXJiPSycneVcH28GAQRke7MWv3ciOnhRaVVeGzZLlWzpqpqz+LtzeVYUXIEmw8dU/X6Pbu5UJDdC3n9evi9K5aDEq1CHWYMVmtFpBerF0v1h0EQEenOjNXPAW1BlJrXDGU5iVmr9uGJd0uwYEOZqu2D7XPboEQrfwXbapo9hlprRaSVlYul+sOaICLSXdsp2A6gXVChx+rnMrX9btS+ZjjLSQSjZZ2kUQMz8Lu7B+Nnf92D041eza8lX2i0tChoW2v171Nn8cmB4/jLzm80vzZRIFYuluoPM0FEZAil7EK6O163dvlqsyZqX9Oou1StgV9RaRVmrdoXUgAEtFxoQmlRINdaFWT3wtyxV8GdwPtk0k/3xFjkZHa3ejfacUiSJFaVkiDq6urgdrtRW1uL5ORkq3eHKCR6dWsWfR9mr94bcPXy3909BLdcFTzoKi6rxvhFW/TcNQDaZm4FWjkeAJJcMahXCI7kbNPGn96I61/ZoJjVkrfbNC2/3bHoeKxO1DfiR8t2Bd1nIrXSk1144bYrDO0VpOX6zTCfKELp2a05HHJ2wSjBVi93AJi1ai9uHui/u3Nb12SlIj3ZBU+dui7PgUy5sT8uPr+rpsBPzcrxsTFOONASBCkNM+74+oTmFgVK58vIAedh3d5/B913IjU8dY14dOlOvC7A4qkAh8OIIpLe3ZpFpudq6+v2enD2nC/gNmOH9FK1X8P69ww4C8wfNe/lZEMzfjLikoDDjFpbFCidL1W1ZxkAkSGmv/+5ENPlmQkiijDhrntlN3r1JAo2DJWSGIs5Y67EyAHp2FxWHXANM7UF0Fr3UdanZyI2TctXHGbUutis1hlxROE62dCMLWXVGHaxtSvJG5YJevnllzF06FAkJiYiJSXF7zaPP/44cnJy4HK5kJ2d7XebNWvWIDc3F926dUNaWhpuv/12VFRUhP3aRJFKz8yIHejRk0hNIJAQG9MaOCr11Ql35puW99K2iLljtklNr6HUpFh46lr6HBk1I44okOKvjlu9C8YFQU1NTRg3bhwmT54ccLtJkybhzjvv9Pu78vJyFBQUID8/HyUlJVizZg2OHz+OMWPG6PLaFL3U9E6xK6O7NYtGj55EaqbGtw0cjZr5lpPZPeCCpmr7K8U4HbhtUOB9qKlvxtQ/tyzwSmQN6zPRhg2HzZw5EwDw9ttvK27z6quvAgCOHTuGPXv2dPr9jh074PV68dJLL8HpbInXnn76aRQUFKC5uRmxsf7/WKh5bYpeohQMG8Wsbs2i0KMnUSiB48gB6egWH4vismoAEvL69kSuhvqfjuTzUmkZEC1ZpqLSKrwZYLYckQiMnDChltCF0Tk5OXA6nVi8eDG8Xi9qa2uxZMkSjBgxQjEAClVjYyPq6ura/aPIEw0Fw2Z1axZJuJkZrYFjUWkVhs9dj3v+sBULNhzCgg1lePovu7Furyek/Vc6L9tS+15Y40N2kOSKQW5f64MgoQujs7KysHbtWtxxxx145JFH4PV6kZeXh9WrV+v+WrNnz27NIFFkipaCYbO6NYumY8djLVPTg3WeblvsvHrPUb+9c+RA2l+gEqhXkpqgpUdSHDb+9EbEdQl+32pk12sivUiShC1fVeP46UbLepgBGjNB06dPh8PhCPhv//79uu2cx+NBYWEhHnjgAWzfvh0bN25EXFwcxo4dC717PM6YMQO1tbWt/w4fPqzr85P1RCwYNqo2yYxuzSIKVCwc7HFqip3XlHowZbn/5oFKC5jKWaPxi7bgiXdLMH7RFgyfu74166gmaKmub8KS4gpV50ek1HpRZGto8uGeP2z1+50wk6ZM0FNPPYUJEyYE3KZv377h7E87CxcuhNvtxrx581p/tnTpUvTu3Rtbt25Fbm6ubq/lcrngcrl0ez4Sj2gFw0bXJoWTGYlGcuDY8Zik/+eYAMCPlu0M+BwdmxAqTbtvmzVqDNKXSDZr1T78YVN50PMjUmq9KLoEyqQaSVMQlJaWhrS0NKP2pZOGhobWgmhZTEwMAMDnU/eHg0imte7DyOUe1Fwc9VpbSy4+FGEJDdEpBY4AMHzuetXPs/nQMXhqz2DWqn1Bh19/OW6Q6udVc36oXVSWSCRWlSQYVhNUWVmJmpoaVFZWwuv1oqSkBADQv39/dO3aFQBw6NAhnD59Gh6PB2fOnGndZsCAAYiLi8Po0aMxf/58vPjiixg/fjxOnTqFZ555BpmZmRg8eDAAYNu2bbj//vvx0UcfoVevXqpfm6KPlroPI7M0VtQmRfqMOD35W+ajuKxaU53Ngg1lQbeRs0aQoDpoUXN+BKoJIxKZv+VcjGbY7LDnnnsOgwcPxvPPP4/Tp09j8ODBGDx4MD777LPWbR566CEMHjwYb7zxBg4cONC6zdGjRwEA+fn5WLZsGf7+979j8ODBGDVqFFwuF4qKipCQkACgJVv05Zdform5WdNrU/RRW/exbq8n6AyycGp5zK5NioYZcUYzcoj0eH2j4nnpj5rzQ6kmLMMdj0euywraSJHISmbWtXEVeQVcRT5yBcqKjByQjuFz1wdcfTslMRauLs52i2xqyaqsKDmCJ94tCbrdb+/KRkG2unWqlHh9UtD34281cWrPqNXlAWB5YW5r/VDH8zIQNedH2yHQnkkuwAEcP92Inl1d8Pkk/Hj5Lpw8478vEZFV5O9EqLiKPFEAgQqGgw17SABONHS+aGip5TGzmaGWrJMIjctEZUSdTcc1xuTz8u3N5aq6OKs5P+ShvaLSKjz9l92dAv87r74Qb7CpIgkinHX3QiV0s0QioyhNpQ41Das0PdofM5sZijYjzi46DncC0DRkFYxSv6YYpwP35fVBsKSc09GyxIYagVaIf+PjcmT3ZqabzKf3unuhYhBE1EY42Re1tTxGLsDZUbQtoaEHpb4+ABTrbKaOuETTawTq17Tj6xMIVmLmk1q2C0ZNI8aSw+yOT+ZzJ7Zf9cGqHmYcDiNqQ49hDzVZlWA9abR0HA5Ey4w4Ute6YNO0fL9T6N/dXhnwvElNisWzP7gC6cmBj5+e2Tt2jyZRJcTGYOGDQ3C83tqO0QyCiNrQY3qx2qyK2maG4Uxvt3IJDVH7Eintl5bWBf7qp4J9zr/44ZWq7nL1zN5xmJNEVVV7Fvs9dZgwLMvSvwucHaaAs8Oim1LgcabZi9qG5oBZFT1nWillJuRnV5s+NrtPkKh9iQLtlzshTtUMsEAzV/R43/KMvmDZOzXnmZGz2oj0YMTfBS3XbwZBChgE2ZdeGQh/zyP3EAL83+3rOaat9/R2szIzegVuegu2XxOH9cEfN1cEfZ5gU9P1+JzlfQXCO8+CBVREVjPi7wKDIB0wCLInMzIQZmU51N7Fh9tTQ0+i9iVSs1+pSXGorm8K+lxmfd56nWdKwR+RKPT+u8A+QRSV1K7HFe6dulkLk9pxeruofYnU7Fd1fRNSk2Jxoj7wcKdZReR6nWdyEf4LK/fCUyfOuUIks7JfGYMgighqi1p9PmDWqvDvrv2tL6U3O05vFzVwU/t6P8zuhT9urjC9iFyJXueZHFD95N2d+Mcejw57RqQ/K27o2CeIIoLaDMSPltlnDS0zmyrqxerATWlNN7WvN2JAut9eQFb1MNHTur0e/JMBEAnMihs6ZoIoIoRzB2HUyu3hsnJ6e6is7EsUbE04tfsV43SYMtxpJjVNE4msZNUNHTNBFBHCvYPQe+V2vSitBi5qZsLMbthtKS0NIWf51u31aNovpWVVzKaU2dKKTRNJdFbd0DETRBFBrwUuRSoylplViK0Xrd2ww6W2HmzTtHxT9ytcRaVVeGHlF/DUNbb+zB3fBZOG98WU/P6ajr+I5zWRbOLQTMu+fwyCKCIEGzpSGxiJVGTclhmF2HoyM3DTMiPNLgFlUWkVHv1Pn6C2as+ew/wPD2Dxp+WYM+bKoO9FnglZVMpaIBLXqbNey16bQRBFjEAZiGdHX45Zq/ZxDS0TmRW4aZ2RJnpA6fVJmP7+5wG3OdnQjEeX7kRKYixONjS3/jw9OR7jr7kIfXomouJ4PZZvq2yXSSIS0bq9Hnh9V3E4jChcge70nU6HrYqMSZ2eXV2qthM1y9fRlrLqdoFNIB2389SdxfwPDxixW0SGqT17DgvWH8ITIy42/bVZGE0RR6mo1W5FxhRcUWkVnnqvJOA2IrYSCKT4q+NW7wKR6eZ/eMCSNiXMBFFUMaImRNTV0iOdmuUg7Jnls8t+EunLijYlDIIo6uhZEyLqaumRTm3fG1FnfgWS168HFmw4ZPVuEJnOiqUzOBxGFKJgvWlE60CtB7361oRLbd+bX44dZKsACABy+/ZASmKs1btBZAmz2zkwE0QUArW9aUTqQB0ukbJeav9QHq+338yoGKcDc8Zc6XeKPFGkM3sCAzNBRCHQ0psmEoiW9bJ6jTKjjRqYgdfvHYL0ZP/7L2eKIiO8JrJuAgMzQUQhEHW1dL15fRK2lFVj+l8/FyrrZeUaZWZpW8TvqTuLmtONSE2KQ7o7AddkpWLdXk+nzByRHVk5gYFBEFEIIj0TAfgf/vKnbdbLrIJGOy4uG4pARfxtg6Q/b6/E30uOmrx3RPqwcgIDgyCiEER6JkLN9POOzM56mb1GmYjkIMlTe4ZBENlKalIsnv3BFUhPtratCIMgohBEciZC7fTzjqzIetllLTCjpbsTrN4FItUcAH7xwyuFuFFhEEQUokjNRKidfi6zOuvVdsgoWhtXyplJ1geRHTx8XZYwfx8ZBBGFIRIzEVqGtUTKeok0hT8QIwK1tplJazo3EanjALBydxV+Nupyy/9mAAyCiMIm+qrkWmkZ1hIl66VUwyRP4RdlbTgjAzWlzCSRSKyYSBEI+wQRUTvy0Eqge7SUhFj86aFrsWlavinBRaBO1cEaVwItU/it6m4tM6PX0qiBGdg0LR/LC3MxaVifsJ+PyCgf7vVYvQsAmAmiMERr/UWkU1P0Pef2KzGsf09T9idY9kRL40qr7jzN7DAe43TgmqxUPPleSVjPQ2SktzZX4OqsVMsztAyCKCR2qb+g0IhS9K1mmKvxnE/Vc1nZuNLsQE1rcTuRFURYWohBEGlml/oLCo/VRd9qsye/HDdI1fNZ2bjS7A7jntozujwPkZGsztACDIJIo2hcOFQEVg09Wln0rTZ7AgnCN640s8N4UWkVZq3aF/bzEJnB6qWFGASRJnaov2grEuqWonXoUctK8aI3rjSrw3gonb6JrGT10kKcHUaa2Gnh0KLSKgyfux7jF23BE++WYPyiLRg+d73pK56HQ7TV282kJXsi1zClu9s/Jt0dL8TwrFxsDnRe+V2vQC3UTt9EVrBq1fiOmAkiTeyycGgk1C1F+9Cj1uyJUTVMemUTjS42ZzE02YUoGVqAQRBpZIeFQyMleLDb0KPeQlmfTe8aJr2HIo0M1DYfOhbWcxAZxR3fBbVnz7X+vyhNVgEGQaSRHRYOjZTgwU5Dj0axcqq+UdlEMwI1IpFMyb8YA3u5hazNZBBEmonSQ0ZJpAQPdhl6NJoVU/Xtkk1kITTZQc9uLmFvOBkEUUis7iETSKQED2YOPYo+i87sqfp2yCayEJrsIj1Z3L+1DIIoZKIuHGqHuiU1zBp6jNYp+IHYIZvIQmiyAweAnMzuVu+GIk6Rp4hjxnRksxg99dtuU/Cbzvnw1idf4bkVpXjrk6/QpHLJDK3skE0UfTiXCGi5edvx9Qmrd0MRM0EUkUSvW9LCyBlFdqh7kc1evReLPilH28XgX169D4XfzcKMWwbo+lp2yCaKPpxLJBM5YGcQRBFL5LolrYwYerRD3Yts9uq9eOPj8k4/90lo/bmegZAdZkHmZHaH04F2QSGRiEQO2DkcRhFNDh4Ksnshr18PWwZARrFD3QvQMgS26JPOAVBbiz4p131oTPQu1Du+PsEAiIQnd4X2+iQUl1VjRckRFJdVwyvIyctMEFGUskPdCwAsKa4IerH3SS3bPfjdvrq+tsjZRKuDUyI1nh19Odbt9Qg7+YJBEFGUskPdCwB8XdOg63ZaiToL0urglEiNg/8+jd98eFDYJYw4HEYUpewyiy4zNVHX7exOHlbw1J1FalKs1btDFNAfN1coTr4AWiZfWDk0xiCIKIqJXvcCAPfl9UGwOMzpaNku0hWVVmH43PUYv2gLpv65BDX1zVbvElFAtWeUz9G2ky+swuEwoignct0LAMR1caLwu1l+Z4fJCr+bhbgukX1PxyUyKFJZWd/GIIiIhK17kcnT3zv2CXI6YEifINFwiQyKZFbWtzEIIiJbmHHLADz1vcuwpLgCX9c0IDM1Effl9Yn4DBDAJTIoMokw+YJBEBHZRlwXp+7T4O2A0+Ep0ogy+YJBEBGR4DgdniKNKEsYMQgiCsDrk4QtGKboEaynE5Ho0pNd+NUd2Th+ulGov6WGDqa//PLLGDp0KBITE5GSkuJ3m8cffxw5OTlwuVzIzs72u82aNWuQm5uLbt26IS0tDbfffjsqKioUX7eiogIPPvggsrKykJCQgH79+uH5559HU1NT+G+Kokbb6chPvFuC8Yu2YPjc9cKtrE6Rr21PJyI7eu4HAzCsf0/hljAyNAhqamrCuHHjMHny5IDbTZo0CXfeeaff35WXl6OgoAD5+fkoKSnBmjVrcPz4cYwZM0bx+fbv3w+fz4c33ngDX3zxBebPn4/XX38dzzzzTFjvh6KHPB25YzGq3OWUgRCZTe7plJoUZ/WuEGnWPcll9S74Zehw2MyZMwEAb7/9tuI2r776KgDg2LFj2LNnT6ff79ixA16vFy+99BKczpaY7emnn0ZBQQGam5sRG9u5Y+qoUaMwatSo1v/v27cvvvzyS/z+97/HL3/5y3DeEkWBQNORJbQU9M38x16MHJAuzN0MRYdRAzNwpsmLqe/ttnpXiDQRtbhf+LmlOTk5cDqdWLx4MbxeL2pra7FkyRKMGDHCbwCkpLa2FqmpytPwGhsbUVdX1+4f2Vc4KxYHm46sR5dTUVdUJnOEc/zT3QkG7hmRMUQt7he+MDorKwtr167FHXfcgUceeQRerxd5eXlYvXq16uc4dOgQXnvttYBZoNmzZ7dmrsjeikqrwlqxWO0dS6h3NuHuH9lbuMdfLpJm3yCyAxF6AQWiORM0ffp0OByOgP/279+v2w56PB4UFhbigQcewPbt27Fx40bExcVh7NixkKTgd09HjhzBqFGjMG7cOBQWFipuN2PGDNTW1rb+O3z4sG7vgcyjRy2P2jsWNdt1vONfvYe1RtFMj/MzxunAbYMYLJP4ROkFFIjmTNBTTz2FCRMmBNymb1/9mpktXLgQbrcb8+bNa/3Z0qVL0bt3b2zduhW5ubmKjz169ChuvPFGDB06FG+++WbA13G5XHC5xCzcInX0quUJNh1Z7Z2Nvzt+pwOsNYpSep2fXp+ElbsZLJN4UhJjcbLhvwumitILKBDNQVBaWhrS0tKM2Be/GhoaWguiZTExMQAAn8+n+LgjR47gxhtvRE5ODhYvXtzpOSjyaKnlCbROljwdefLSnXCgfdCi5s7G65OwYP1BzP/wYKffBSr9ULt/ZE96nZ9cQoNEVPjdLEz//uW266tmaGRQWVmJkpISVFZWwuv1oqSkBCUlJTh9+nTrNocOHUJJSQk8Hg/OnDnTuo3c02f06NHYvn07XnzxRRw8eBA7d+7ExIkTkZmZicGDBwMAtm3bhssuuwxHjhwB0BIA3XDDDbjooovwy1/+EseOHYPH44HH4zHy7ZLF9Kzlkacjp7vbD3mlu+Px+3uHKN7ZFJVWYdic9X4DILVEnUVB4dHr/OT5QSJ6f2fL9TevXw/hegEFYmhh9HPPPYd33nmn9f/loGXDhg244YYbAAAPPfQQNm7c2Gmb8vJy9OnTB/n5+Vi2bBnmzZuHefPmITExEXl5eSgqKkJCQsssiYaGBnz55Zdobm5Jw61btw6HDh3CoUOHcOGFF7bbJzV1RGRPetbyAC2B0MgB6arvbOR6j3DPMFFnUVB49Do/e3blsD2Jp7q+CW9vLseEYVmd/kaK3HnfITEq8Kuurg5utxu1tbVITk62endIBa9PwvC564PW8myalq/7F1B+7XCGKYzcP7KeXufn5oPHcc9bWw3bT6JwdJzpaMVsWC3XbxbKUMRou7RAx0uI0bMUwq3TsMMsCgqPHuen1yeh+KtqY3aQSAdtZzraofM+gyCKKKHW8oRLa51Gx+uc0ftHYgjn/JTXsluw4ZDRu0kUMjnL+cLKL/DCSuXZkEDLbEirG8UK3yyRSCuttTx60FLH4wCwYPxgdE9yCTlGTsYK5fzUq96MyAwSAE9dY9BtRJgNyyCIIlKM02HqFytYbyFZerILL9x2hdAZH5GLGKNRoP5CRHZn9WxHBkFEOgjUW0g2dcQlmJLfX+iAgkt6GE/rZ8y+QBTJrJ4Ny5ogIp0o1XtkuOPx+r1D8MSIiy0JgNQu1mmHIka7C+UztvpOmUgrB1qy3unJ8Z0mAbTdJkOANcWYCSLSkRX1SIGozTrotaQDKQv1M7b6TplIC/nMfeG2KwAg5M77ZmEmiEhncj2S1V1TtWQdtCzpQKEJ9TOW680YepJoklwxSE9u37yz7UxHq2brasFMEFEE0pp10HPJEfIv1M9YTb0ZkRUkScLHP8vHjq9PKGa+RcuOd8QgiCgCaV2sU+8lR6izcD5j+Y6649BmSmIsALRbuZvILA1NPmwvr8Gwi3sG3M7s2bpaMAgiikBasw7BpvjLSzpYXcRoZ+F+xkp31EBL0Lturwf/t+MbnDp7zrg3QdRB8VfHgwZBImMQZDI79WCx075Se1qzDoGGXEQqYrTzOanHZ6x0Ry0HQ01eH5ZuqdRvp4mCsLjhc9gYBJnITj1Y7LSv1FkoWQelIZd0QY67iOek1qBM62es5vn9fS5EZnl3+2FcdaHb8r8PoeIq8gr0XkVeqe29/OdMlEp5wF77Ssrk4wj4zzooHUcRsy0inpPhBGWhBjcpCbGYOCyrtelmUWkVHv3PMSaygojXBS3XbwZBCvQMgrw+CcPnrle8U5PvyjdNy7f8YmOnfaXgVu+pws9XlKKmvqn1Z1ZnT7QS8Zw0OigLtlZYSmIsfvE/A/HM30tZFE2WE+26oOX6zT5BJrBTDxY77SsFVlRahVmr9rYLgFKTYvHs6MttEwAB4p2TXp+EF1Z+Ydjq2GrWCjvZ0IwfLdvFAIiEIH8Ht5RVW70rmjEIMoGderDYaV9JmVKjxBP1zXhs2S5bLYEh2jm5YP2hgCtkhxuUca0wsqvHltlveR0GQSawUw8WO+0r+ResUSIQXqbCbCKdk0WlVZj/4QFV24YalPEGg+zq5Jlm260zyCDIBMHa3ouykBxgr30l/0QbPgqXKOekHFyqFWpQxhsMsjs73WQxCDKB3B8EQKc/5CL1YAHsta/kn2jDR+ES5ZzUMkwVTlB2TVZqaydoIrux200WgyCT2GEhOZmd9pU6E2n4SC8inJNagsZQgjKvT0JxWTVWlhzBOa897qKJlNjlJovNEk0k+kJybdlpX6k9OyyBEUovIqvPSbVB49QRF2vuv8SGhxRp7HKTxSDIZCIvJNeRnfaV/kv0JTDCaTJo5TkZLLgEWt7HlPyLO/080HsGELAnEJGdiHCTpQWbJSrQu2N0JBKxszD9l4jLTBjRZNDM8zCULtzB3rM7MZb9figiyOf0wruHoHtSnGXXBnaM1gGDoMBEvMBSZyIFqnp0fu74fk7UN2LWqn2az8NwPhct536w90wUSTLc8bhtUAZW7q6y9NrAIEgHDIKUibiOE4mvuKwa4xdtCbrd8sJcv0Neautmgp2HegTwaoMote9ZLXl4MzM1EV/XNOj2vER6eOKm/nj1o0OWXxu4bAYZJtIa8ZF5wpm6r9QB259A56HS83hqz2pq8ibXJhVk90Jevx6KWSS9Z8g4/vMyDIBIRG9/WmG7awODINIk0hrxkXlCnbqvZi2tjvydh1YE8HrMkElNisUDeZkAAMGuH0Tt1J45p/g7Ua8NDIJIk0hrxEfmCbXzczhrabU9D60I4IO950Ac//l3+5BeWLLla932ichKol0bGASRJpHYiI/MEWrn53D+aLY9D60I4AO952DS3fF4+LosLPqkghkgihiiXRsYBJEmoqzjRJ3JHYdXlBxBcVm1cGPvQGidn0P5o+nvPKw4Xq/qsXr/kZbf8/nJwZ83NSkW8+/MxvLCXGz86Y1Yuds+C1ESBSPitYHNEkkT0Rvx2Yme09ft1LJAa+dnNU0KO5IAPDv68nYdmed/eDDgYxwAUpPi4Kk9g+Kyal3bCYwamIFurljc89bWgNvV1DcjPTkeef16oLismlPrKaKIeG1gEESayXe2HS+66YJedEWkZ9Ci1LJAnvEkYssCLZ2fAwXegcxatQ9OpwMjB6SrWv1dAlBd34Sp7+0GoH8Q+dH+b1VtJw/HiVY7QRQOpeVkrMY+QQrYJyg4kRrx2YmefZb0aEBoF0qB4w+uysCiT8o7bS+/25+MuATzPzyg+fUCHQ+t5/7qPUfxo2W7VL2u3CdJ7x5DRFbJMPlvkJbrNzNBFDKz13FSuvDYKRgLNk3bgZZp2iMHpKt6D1pmPNl9HbiOw2g9k1zwSRJ+vNx/cCF/nos/7RwgqaF0PLRm8VbvqcIUhX3sqG3NRE5md02ZLyLR2KFEgkEQ2YLShSecFu1WBE96By3R1rJADryLSqvw9F92B62ZkYCw1uXqeDzUDD22DdQqjtcHrUVqq+3F4vf/KmMARLZmhxIJBkEkPKULT1XtWbzxcee7fDW1MFYVEusdtERjywKl8yGQJFcM6hu9Ib/mv0+dVZXFm/7+53hh5V546rQHnQ8O64NRAzPg9UlYsP5QSEN4RKJ4dvTlmDAsS9gMkIxT5ElooXYLBpS7/2pdOkHPqed6By3R1rIglPMBAAqH9w3rdc/rFq8qi3eyoTmkAAgARgxIR1FpFYbN+YgBENlealKc8AEQwEwQCS7UbsFKw0paa3JCzRgpDbUFm+4tFzKrDVqirWWB1vNB/jx/fNPFONN8zm/mUM3jr8lKxT/3HNW2sxpkuONxor4Jjy3TluEiEtWsVfuQEBcj9FAYwEwQCS7cWpaOj9dSkxPqYptFpVUYPnc9xi/agifeLcH4RVswfO56FJVWhdw1OZBQGhDalZbzoePnOeOWAfjd3YORmhTbbruUxNh22ys93sghxWdHX45Zq7RnuIhEdaK+SdOixFZhJoiEFu6Fp+Pj1V5EPbVnMG/Nl5pncant2aN3nyWtDQjtSsv54O/zvOWqC3DzwIxOn9O6vZ6gxyOUpo3BOB3AgvGD0T3JxcaIFFFCme1qBQZBJLRQLzxKw0pqL6I19U2aZ3FpGWozImgxu2WBFdScDymJsVg4fghy+/Xw+3n6+5zUHI9QmzYGsmD8ENxyVQZWlBzR4dmIxGKHFh0cDiOhhbIAZaBhJbWFxKldXapeK5xVyuWLcUF2L+QpXLAjgZ6F5cGGEx0A5oy5EsMu7qn581RzPBSHHpNdSEmMVX2OZrjj8fq9LQEQEFmz94g6ErlFBzNBZCg9evEoDR8p9QkKNKyktpDYnRCnat+sXqVcdEa0IrB62RalrNG6vZ6A59VPRlyCPj0T/X4PjBhqIxKFyEE+l81QwGUzwqf3BVDPjtHB9k1ejiLQRaljK3i1yxzIyyJEOj2XB/FHjwBb74aZ4Zzz8ucFsEs0RQarlu3Rcv1mEKSAQVB4jL4A6iHYBTDYRSklMRZzxlzZ+j6CBU5m/0GwcjkRO6xpZlTDzHA+d3/7RGRHVv6tZxCkAwZBobPDBVCtotIqTH//c79LL/j7kisFTmb/QbCqI7ZM9KyYyEG6HET9v+IKfFDqsWQfiMJl5t+bjrRcv1kYTbrTWiAsspED0hHfxf/XxF9nahF69oTa30hPItdHBZvFByh3G1f7/OEUgstNNYvLqkN6fSIr3Z+XieWFudg0Ld/ybL8aLIwm3Yl8AdRqW3kNPHWNir/3NwXUyp49eq9SHyqR1zTTexHbtvTKwG0rr8HJM6Ev/Epkle8PzLBVzSMzQaQ7kS+AWoUa0Fk1/V2ULJzIa5oZFaTrmYGzww0CUUfdE7vYbp1CBkGkO5EvgFrZLaATJQtnxPIgejHimOo9xCbK+USkxQN5fYSv8+yIQRDpTuQLoFZ2C+hECtpEqI/yx4hjqncG7pqsVKQkxAbfkEggWWldrd4FzRgEkSFEvQBqZbeATrSgbdTADGyalo/lhbn47V3ZQhRMGnFM9c7AxTgdmDgsS/XrE4nAjhlMFkaTYSJlUU+rOxRrobYjtpnHQMQ1zbQe02C9f4zIwE3J74/Fn5b7bc9AJBKltRrtgH2CFLBPEHVkZfNBrazuE2QXao6pms/SqEaZRaVVePQ/faeIROWAGA1wZWyWqAMGQWR3dgraRKWlqaIRjTK9Pgk5L61jNoiElRjrxK/vzBYmAAIEapb48ssvY+jQoUhMTERKSorfbR5//HHk5OTA5XIhOzvb7zZr1qxBbm4uunXrhrS0NNx+++2oqKgI+Nq33XYbLrroIsTHxyMjIwP33Xcfjh49Gt4bIrKRSFmlXs9V6LW+rpYZX1rq4NS+p23lNQyASGg/HNxLqABIK0NrgpqamjBu3Djk5eXhrbfeUtxu0qRJ2Lp1K/bs2dPpd+Xl5SgoKMCTTz6JP/3pT6itrcXUqVMxZswY7NypnCa+8cYb8cwzzyAjIwNHjhzB008/jbFjx+LTTz/V5b0RkfGsHNYLpamimjo4te/J65Ow+dAx/d8YkY4cDnveXMkMDYJmzpwJAHj77bcVt3n11VcBAMeOHfMbBO3YsQNerxcvvfQSnM6WxNXTTz+NgoICNDc3IzbW/zTSqVOntv53ZmYmpk+fjv/5n/8J+BgiEofSUJTcfNDoGoRwG2X6o/Y9cSFVsouu8faeXyX8FPmcnBw4nU4sXrwYXq8XtbW1WLJkCUaMGKE6mKmpqcGf/vQnDB06VPExjY2NqKura/ePiKxh9Ppeaug940vte1q9x3/naSIRxdg8EyR8EJSVlYW1a9fimWeegcvlQkpKCr755hu89957QR87bdo0JCUloUePHqisrMSKFSsUt509ezbcbnfrv969e+v5NohIAxGW/9C755La9/TzFaV+AyUiEaUk2ntkRXMQNH36dDgcjoD/9u/fr9sOejweFBYW4oEHHsD27duxceNGxMXFYezYsQg2se2nP/0pdu3ahbVr1yImJgb333+/4mNmzJiB2tra1n+HDx/W7T0QkTYiLP+hd1NFtftaU9+kcg+JrNfThg0S29I8mPfUU09hwoQJAbfp27dvqPvTycKFC+F2uzFv3rzWny1duhS9e/fG1q1bkZubq/jYnj17omfPnrjkkktw+eWXo3fv3tiyZQvy8vI6betyueByuXTbb4punJ4eHlGW/9CzUaYdu+kSBZOebO/zWnMQlJaWhrS0NCP2xa+GhobWgmhZTEwMAMDn86l+HnnbxsZG/XaOyA82KgyfPBQVrPmgGR1q9ep8fqK+EU4HEKiMqXtiF5xoOBfmHhOZZ/1+j3Ad4bUwtCaosrISJSUlqKyshNfrRUlJCUpKSnD69OnWbQ4dOoSSkhJ4PB6cOXOmdZumppaU8OjRo7F9+3a8+OKLOHjwIHbu3ImJEyciMzMTgwcPBgBs27YNl112GY4cOQIA2Lp1KxYsWICSkhJ8/fXXWL9+PcaPH49+/fr5zQJFKqv6q0QzefZPx9oPefZPUWmVRXtmL3oNRen1HQi351JRaRUeW7YrYAAEABIcSEmMVaxDIhLNW5sq0HROfUJCNIZ2jJ4wYQLeeeedTj/fsGEDbrjhBgDADTfcgI0bN3bapry8HH369AEAvPvuu5g3bx4OHDiAxMRE5OXlYe7cubjssssAAP/6179w4403tj7m888/xxNPPIHdu3ejvr4eGRkZGDVqFH7+85+jV69eqvbd7h2jmY0wn7x0glLxa6hLJ0SzcM5jUb4Dwc6Lttqu99Zx7TciUT07+nI8+F39ymDCxWUzdGDnIEhLq3/ST3FZNcYv2hJ0u+WFuZanj+1UsxTKvor0HVB7XsgcaJlx4+rihKeOw/ckvvvzMvFiwUCrd6OVluu3vbscUSfBepE40NKLZOSAdGEvenYlwowmNUTJkKildRV60b4DWo+3BOBEQzP+9NC1cDocWPuFB8u3V+Jss32HHCiyZaYmWr0LIRO+TxBpI0J/lWglyoymQKKhZkm070Cox/v46UbUnmnC30qOMAAiod159UW2rT9lJijC2CUbEYlEmtHkj2gZEqOI9h0Idl4oqThej/kfHjRsv4j0ctXMNe2K/kXOLHfETFCEsUM2IlLp3VxPb6JlSIwi2ncg0Hnhj9yJevm2SkP3i0gvHRM/dsosMwiKMHq3+idt5OZ66e72F9h0d7zlBemiZUiMIuJ3QOm86Eje57uuvohF0WRbZq3vpwcOh0UY+a5z8tKdnabYipCNiAZ6NdfTm2gZEqOI+h3oeF5UHG/A8m2V8NR17kTdaOO+K0RA+8yy1bNhA2EQFIH0bPXfkZ2mVltJ64wmM4hes6QnI78D4eh4XkzJ7+/3+1RcVm3J/hHpTfTMMoOgCGVENsJuU6upvRinA7cNysAbH5crbhNJWUJRM3JtKQXLoRZTE4lG9Mwyg6AIpmc2Qqn5nFwAZ3W9CwVXVFqFNwMEQA9flxVxx1C0jJzaTGqgIT0iO7BLZplBEAUVLVOrI1mgYyhbubsKPxt1OY+hQbRmUuUhvenvf46TDc1m7ipRWOxUf8rZYRRUtEytjmTBjiHAY2ikcJpU1jIAIsF1DHNEmA2rFjNBFFS0TK2OZDyG1gk1k6ome0ckgvOT4/Hg8D44fOIMMlMTcV9eH8R1sUeOhUEQBRUtU6sjGY+hdbRkUtvWL6nJ3hGJwFN3Fi+v3t/6/3/YVG6bCTP2CNXIUiI2nyNteAytE2oWjlk5sit2jKaIIvpyEBScHsfQ65Nsu0iilbRk4dp+xp8cOGbwnhEZgx2jKeKI2nyO1AvnGLJHVOjUNqk8Ud+I4XPXcwiMIoJdOkY7JEkSO0yzSF1dHdxuN2pra5GcnGz17ggjWjtGR9L71vpelHpEyY+wyywQK8mfIeB/GY+Hr8vCmx+XswiaIs5v78pGQXYvU19Ty/WbmSDSRLTmc2aItCyIlmPIHlH6CJSFe3b0AMxaxVlgFJlEn2zBIIgogGjvlB3qzCaZkRk0u2XnlJbx4CwwikTsGE1kc8yChNdfyMgMmojZOTVBmb8sHGeBUSSSYI8JMwyCiBSEmwWJBKH2FzIygyZidi6coEz04QKiUKQkxlq9C6pwijyRAnZZDq2/ULAMGhD61FkjnztU4SyJAQT/jInsqLah2Ra9ghgEESlgl+XQ+gsZudacaOvY6RGUqfmMn7ipP1IS7HFnTQTYp1cQgyAiBeyy3EKe2ZTubh/sKS2SaGQGTbTsnF5BWaDP+PV7hyC3b0+cPMOFVMle7LC4NmuCiBTId+iTl+6EA/77u9ih8E8PSjOb/L13IzNoomXn9AzK/H3GOZndsePrE/hA8CEFokA2Hzou7OxNBkFEAbBT9n+p7S+ktkNyKBk0I587FFqXxNAye6yotArXv7KB0+fJ9hZsOIS/7vxGyL+ZDIKIgtCSBSFjM2iiZefCWRIj0OwxpRlwRHYlam811gQRqSDfoRdk90Jevx4MgILQWkckynNrpaao+bZBGXhs2S7Vs8cCFVv74/jPv66uGK27T2QaUQuluXaYAq4dRhQ+u3SMDve5lPoEyUtiKA1pyZmiTdPyW1+vuKwa4xdtUf3ackbJ55Pwo2W7VD+OyCrLC3MN7a3GtcOISAhGrjWn13Pr0X1aach0S1m15oabWma2TR1xMabkX9waQD3yzUm88XG56scTWUGk3mocDiOiqBVuo8O2Og6ZrtvrwWPLdqp6bNuLgpaZbe9uP9zu/2fcMgCP5/dX/XgiK4jUW41BEJEFvD4JxWXVWFFyBMVl1UKNkUcLI7tPy8GV2t4+bS8KcrG1Gm17sMjn1DmfT/P+EplBxN5qHA4jMpmIi39GI6PWhtNS2OxvSr9cbP3oUvVZJH/nFJFIRO2txkyQgJgliFx6Dr9QeIzqPh0suOrI30Vh1MAMTB1xiarHVxyv93tOEYnk/GSXcNPjAWaChMMsQeQKNvziQMvwy8gB6ULdKdlZoFlfRnWfVhs0OQA8fF2W4vf64vO6wukAAt0DpSbFYdnWSvYTIuH96o5sDOvfE4Cxs0a1YhAkEKUGaaI2mSJtjBp+If+C3VAY1X1abdAkAXjz43IMvqh7p+91UWkVHlsWvFliTX2Tpn0jssq/61q+h6Ld6HM4TBBGFmmSGERb/DOSqRl2VNPoMJT6hWAL73bU8XuttVkikR3MWrUPs1fvFa4cgEGQIPRajZrEJdrin5FKyw2FEd2n2wZXwfj7XmutKSKyg5r6JrzxcblwN/ocDhMEswSRT7TFPyOV1mFHI9aGk4Or6X/9XNU0+bbfa37HKRpZVQ7ATJAgmCWIfEYNv1B7odxQGLE23KiBGVh49xBV27b9XvM7TtHM7JsABkGCCFZHEEqTKU61F49Ii39GKpFuKHL79dD8vdZaU0QUScy+CeBwmCDkLMHkpTvhANoNl4SSJRCtAp/+y4jhF6uJNOXVymFHf5+D1u91oL8FRJHKqnIAriKvwKpV5PUIXpSm2st/ZplxID2JGHDL3wHAf+BhxHcg0OcAQPNnxC7QFC30/l5quX4zCFJgVRAEhHdX7fVJGD53veIfTjna3jQt39aZBxKDyAG3mcGZms8hlOyf/Lfgw70e/K3kCGrq1a1FRiSq+C5OpCTGwVNn3PeSQZAOrAyCwlFcVo3xi7YE3W55YS4b8lFY7BBwmzFMZ9bnIL8XT91ZbD54DOv2/Ru1bWaeZbjjcdugDLz32Tc40cBgicQ0aVgf/O/oAYZ+L7Vcv1kTFGE41Z7MYocO2PKsLyOZ9Tm0fS8/HNxLMcAb3j8N9/1xW8ivQ2QkeVkgUW7CGQRFGJFmxlBkY8DdwqrPQelCUtPApTRITE4HcKK+0erdaIdT5COMEVPtyb6MbJPAgLuFaJ9DxfF6U16HSCufBDy2bJcly2MoYSYowug91Z7sy+jCYHbAbiHS5+D1SVi+rdLw1yEKx8x/7G0dFrMaM0ERiA35SM0CouFiB+wWIn0OLYXTYg03ELUl2jqYzARFqEhsyEfqBFtA1AH97sTkgLtjxik9yhpzivI5RHr9FUUOUc5VBkERTKQKfDKP2bO27Bpw6z19XoTPIdLrryhyiHKuMggiijBWzFayW8BtVL2U1Z9DsPokIhGINDmHNUFEEUa02UqiMaNeyipt65OIRHXboAxhMsUMgohsQMtUd7ZJUBasXgpoqZfSs5VAx9cPp2VB28dvPngcmw8d7/Rccn1SSkKsEW+BKGwrd1cZ9h3TisNhRILTOnTDNgnKrOxyHe4QXLAFVds+16iBGUiK7YL7FrNzNInH6k7ybTETRCSwUIdu2CbBP6u6O4c7BKf0+EDP5YyJviCX7EOU2WGGBkEvv/wyhg4disTERKSkpPjd5vHHH0dOTg5cLheys7P9brNmzRrk5uaiW7duSEtLw+23346KigpV+9DY2Ijs7Gw4HA6UlJSE9D7IPEZ2OLabcIduRg3MwKZp+VhemIvf3pWN5YW52DQtP2oDIMCaeqlwj2Ogxwd6rn+fYr8gEpcoNYmGBkFNTU0YN24cJk+eHHC7SZMm4c477/T7u/LychQUFCA/Px8lJSVYs2YNjh8/jjFjxqjah5/97Ge44IILNO87ma+otArD567H+EVb8MS7JRi/aAuGz11v60LVcGgZulEiz1YqyO6FvH49onIIrC0r6qXCPY7BHq/0XMcFudMmaku0mkRDa4JmzpwJAHj77bcVt3n11VcBAMeOHcOePXs6/X7Hjh3wer146aWX4HS2xGxPP/00CgoK0NzcjNhY5eK/Dz74AGvXrsVf//pXfPDBB2G8EzKanO7veLcrp/ijcQiHC5Tqz4p6qXCPYyjH98O9Hvxl5xHNjyMyg0g1icLXBOXk5MDpdGLx4sXwer2ora3FkiVLMGLEiIAB0LfffovCwkIsWbIEiYmJQV+nsbERdXV17f6ROayesSOqnkkuVduJkla2C7PrpcIdggvl+L61uQK1Z5o1P47IaA9flyXUDa3ws8OysrKwdu1a3HHHHXjkkUfg9XqRl5eH1atXKz5GkiRMmDABjz76KL7zne+oqh+aPXt2a+aKzGXljB1RFZVW4YWVewNuEy0LlBrBzO7O4S6wqqUBogOAw9GyWjeRiFbursLPRl1u30zQ9OnT4XA4Av7bv3+/bjvo8XhQWFiIBx54ANu3b8fGjRsRFxeHsWPHQpL8f9Nfe+01nDp1CjNmzFD9OjNmzEBtbW3rv8OHD+v1FigIDvu0Jw8NeuqU32+0T3UPl95LZgQS7gKrgR7f8bkkMAAisYm0eCoQQiboqaeewoQJEwJu07dv31D3p5OFCxfC7XZj3rx5rT9bunQpevfuja1btyI3N7fTY9avX4/i4mK4XO2HE77zne/gnnvuwTvvvNPpMS6Xq9P2ZA52OP4vtTOBzk924YXbrhAqrWwXRi2Z0VbHIGvkgPSwFlhVWqC1rXR3PL4/MB1/3Fyhy3sgMopIN7Sag6C0tDSkpaUZsS9+NTQ0tBZEy2JiYgAAPp/P72NeffVVvPTSS63/f/ToUdx8883485//jGuvvda4naWQhDtcEEnUzgT61R3ZGNa/pwl7FFnMKMAPFGRtmpYfcgaq4xBezyQXfJKEreXVAP6zZpkEBkEkPJFuaA2tCaqsrERNTQ0qKyvh9Xpb+/T0798fXbt2BQAcOnQIp0+fhsfjwZkzZ1q3GTBgAOLi4jB69GjMnz8fL774IsaPH49Tp07hmWeeQWZmJgYPHgwA2LZtG+6//3589NFH6NWrFy666KJ2+yG/Vr9+/XDhhRca+ZYpBJHQ4Viv4RW1d0jHT7MHjFbBCvAdaCnAHzkgPeRzTe8gy995JdfFdQy2Fmw4hPTkeKQkxqK2oZkLqJKw1u//Vpj6TkODoOeee67d0JMctGzYsAE33HADAOChhx7Cxo0bO21TXl6OPn36ID8/H8uWLcO8efMwb948JCYmIi8vD0VFRUhISADQki368ssv0dzM2RB2pZTuVztcYKRgAY6ewytGDA2aWf8iMqML8PUOsgKdVwD8Blvf1nH1eBLfok/KMbh3d9xylfXD+Q5Jqbo4ytXV1cHtdqO2thbJyclW707UEO2CHSzAUbrzl/c4lDv/4XPXBx0a3DQtP+wLabTVE60oOYIn3i0Jut1v78pGQXYvzc9fXFaN8Yu2BN1ueWFu0CAr0HklAUhJjMXJBv83fY7//L7pnBf1Tf5LBois1iMpDtv+d4Qhf9+1XL+F7xNE0UWkDsfB1ntaveeo7v2Nwp1JpGX/o60Tt9rsWc8kV0hLt+g1y1FN3yylAEje5kRDMwMgElp1fRPe3lxu+RJJwvcJIrKCmqGNn68oRU194ItRKMMregwNGlH/IlqWTqsT9U1wBuih4wDgTozFU/+3u117ArWZM72GMrUsk0FkZ7NW7Wv9b6sy1AyCiPxQUz8SKABqK5TpoOE289O7/sXuw2pFpVV4bFnn4aW2JMgZlvbHVW1Rs16zHEWaPkxkFquWSOJwGJEfel6IQp0OGs7QoJ4NKO0+rKam95LTAbgT/N8Tqh3a1GsoU6Tpw0RmsWqJJAZBRH6ovRClJsWZuiK5WnoNzUTCum5qhpd8ElB75pzi7+XM2fx1BwLWL+ixLpmale5TEmNblsjw8zsiu2qboTYLh8OI/FA7tPHs6AF4bJl4/Y30GpqJhHXd9MzqLdhwCAs2HAo4FBjuUKaavllzxlwJAJ2GKB0OgPN9ye7MHBJmJojID7VDG7dcZe6K5GrpNTQTCeu6GTG8FGwoUGko0+uTVM08U5NRGjUwA5um5WN5YS4eHNYHANcNo8hg5pAwM0FECtTO0jJzRXIt9JhlFgnruqnNikmShG/rGlU1G9S7+WGoGaUYpwPXZKXiyfdKVOw1kdisWCKJzRIVsFkiyew+NTyc/de7eaMR1Lw/ubgb8D+89Pt7hwCA322Cadv8UGlf9G6q2ZbaJo25WanYItDq3URt6fFdkGm5fjMTRBSEPLRhV+Hsv+jruqnNrqjNigVbqd0feShQaV+eHT0As1YZt2aZ2qHI8ddehMQ4J9Z/eVzzaxAZzaolkpgJUsBMkH3YPVNjByL2CQolu6LmXJG32XzoGBZsKAu6H8sLc1F7pingMhdqqFlOwx+1maCpIy7G/A8Pan5+IiNNHJqJ712RoevfbWaCKGqIeHGORKLVPYXaEVtNVkze5pqsVPx155GgQ4E5md1x/SsbArYRUCPU4nI1nbDT3fFYvq0ypOcnMsoj12Vhxi0DLN0Hzg4j27J7Ez+jqZ2JpJZI67ppmbofKrUz7HZ8fUKXZS5CKS6XO2EHO7R3XX0RPHWNIe4ZkTEGXdjd6l1gJiha2X0IyYi1sSJJpGfIzJq6r6aWaEXJkbBeI9QZMWo7YS8YPxjNnDtPApqyfCcWYDBuueoCy/aBQVAUioQLZCQ08TOKUq2M0to8dgyI9Z66H+gzCDYUqCWDo2dxudpO2N2TXJqel8gsPgn40bJdeN3psOzawyAoymi9QIoqEpr4GUFrhsyuAbFeHbEBdTcFgWqJ1HcXvxyzVu0LuWdTR2rPbU/dWZzX1YWUhFicPKNu0V8iM01//3PLsvYMgqJIJA0hRUITPyOozZC9vbkcGe54PLZsly0DYr2m7utxU6B2X0YNzMDNAzN0y7qpPbdn/fML1NQz+CFxnWxoxpayagy7uKfpr83C6ChiRjGpWdQsMmnV4qVWUpsdmLVqH6Ys7xwAAfZZGFWu1zk/ObQlS/RcHFbtwql6FpcH+w7IGACRHSzdWmHJ6zITFEUiaQhJ9CZ+VtGS+Qp0bRe5pqpt/U7F8XpIkq/d79W2PtO7rszsNgLBvgPihq9EnX1Q+i2KSqtMzz4zCIoikTaEpMfaWJEmWH2KVqIFxP7qdzr6tq5R1VCWETcFgWqHjChAV/oOpCbFobq+KaznJjKbFeUYDIKiiJ7FpKIQrYmf1QJlB0IhUkCsVL/Tkdr6NjNvCowsQPf3HfDUnsHU93aHu9tEprIi+8yaoCiitvmb3QIIkZr4iUCpPkUL0Wqq1PTEaUtNfZtZdWVmNPXs+B1IdyeE/ZxEVjA7+8wgKMqoLeAkexs1MAObpuXj2dGXa36siAGxmp44/gT6g2rGTYGexddaqC2aJhKN2dlnDodFIQ4hRYcYpwMThmXhD5vKA9YIdVx3SsSaqlDvDoP9QTW6rsyqpp56D4sSGc2qcgwGQVFKzUKS0cSOXZPVUDOLbsH4IeieFCf0e9d6d6jlD6qRNwVWzshUCvCIRGNl9plBEFlKhODDrl2T1YqEWXRaZr2F8gfVqJsCq2dkdgzwvjp2Gr/96JAhr0UUKiv/FjEIIsuIEHxo6RgsQsAWKrsPgWoZ3rHyD2rHcyQns7vlMzLlAK+otAp/3v6NYa9DpNWEoZm4+YoMS/8WOSS1ncWiTF1dHdxuN2pra5GcnGz17kQcpeBD/hqYUaTt9UkYPne94lCBfIHaNC0f6/Z6LA/YqOW8eWHlXnjq2h+Hu66+CH16Jloa3CkF9bcNysCbH5cD8D8caca5rra9AJGZMv7z91Xv76uW6zdnh5HprJox05HaotUF6w8ZPsWZtGh/XkiShEvTu1raIiHQNPg3Py7Hw9dlWTYjU2t7ASKziLBME4fDyHRWzZjpSG0x6uLN5RGx6KzdKWUz1HaINoqahYlX7q7Cxp/eiB1fnzB9ODLU9gJEZrC6Kz0zQWQ6UdYwU1uMevKM8gKUdlp01s5EyR76ozaoX1JcgWuyUk3PWFl9kSEKxOqu9AyCyHRWz5iRqekYnJIQq+q5eKExlpbsodnUHvtZq/Zh0Mw1+M26A6YGa1ZfZIiUiNCVnkEQmc6s5QqCUdMxeOKwPqqeixcaY4mSPfRHy7E/3ejFbz46iCtfWGNaLZna7tHuhC5ISWwf9Ku9CSAKhQhd6RkEkelEWsMs2DIiU/IvFiJgi3aiZA/9CWWJioYmLx41qag+0PdNNnZIL2z/35HY8fORWF6Yi9/elY3lhbl47Mb+hu8fRaef3HSxEDNrGQSRJURaw0xeZ6vtH/9N0/IxamCGUAFbNBMle+iPmiBDyQsrvzBlaCzYorp/2XkE181bjwXrD7Yr3O7ZNc7wfaPolJWWZPUuAGCfIEXsE2QOuzQgFKGxY7STZ4cB1vXbCcTfOaLG8sJc05aw8fokLFh/EPM/PBh0W7n/0vwPD5iwZxRtjDzvtVy/GQQpYBBEHdklYItkogejXp+EtzeXY9aqfaof89u7slGQ3cvAvfqvYA1C/YmLcaDJy8sE6ceoJokyLddv9gkiUomLzlpP9OU/YpwOTBiWhYX/KkNNfZOqx5hZxxRKzyAGQKS3Z0eLU0LAIIiIbCVYMGp1xi7G6cBLBQPxo2U7g26bnuwytY6JrRxIBN2TxKk1YxBEwrL6Ykb2I8pw2S1XZeCRb7Lwxn/WDFPywm1XmHpOs5UDiUCkYJxBEAlJlIsZ2YfSshryGm9mF07PuGUABl2Ygp/+dQ/qG73tfpeSGIs5Y640/VyWZ9kprWpPZAaRgnEWRitgYbR1RFhhnuwlWMGvAy3tF4wsxgy0b1u+qkZxWTUACXl9eyLXooVeAeVZdkRm6J7YBQvuzsHx042GZfg5O0wHDIKsIfLFjMRVXFaN8Yu2BN3OzOnoIgt1Oj9RuFxdnGg852v9fyMy/JwdRrYlygrzZC8iL6shoo6z7CqON2D5tkp46tR/Pg4wk0TatQ2AAOuGq2UMgkgovJhRKEReVkNUHWfZTcnvj23lNVi314M/bq7oFOTI/z9pWB+MHJCOnMzu2F5eg/c+q8SK3easg0aRR0LLuTXzH3sxckC66Rl+BkEkFF7MKBTBCn7lYVSu8aZMDory+vXANVmpnYbL0v0MWwy7uKW+aePB4zjZ0GzFblMEsDLDzyCIhMKLGYVCXr9r8tKdfjMYgLlrvNm9vYOWppQxTgfmjLkSjy4N3heJKBArMvwMgkgool3MyD7kRULVZDCMFCntHZSaUvoL8EYNzMDr9w7B8yu+wLenGlu3TU92Yfw1F6laq4zIigw/gyASjigXM7KfUJbV0DNrI1qvIr0FCvAAwOHnY7v4vK5ISYjFyTMcLiP/rMzwc4q8Ak6Rt57dhxRIfHpmbSK9vUOg/l1KFxH5Xd5yZTpWfe4xbufItozo/8Yp8hQRuGCp/YkcyOqdtYnk9g5en4SZ/9jrN9gJdBctz/wp/qramB0jW3EndIHD4WhXRG91hp9BEBEZQuTamGAX9VCm7EZye4dQVp+XSQBq6jkUFu2mjrgEU/L7A4BQN0YMgohId6LXxhiRtYnk9g5WBG5sxhgZ/N34iJQJdVq9A0QUWdQMncz8x154fdZd4ozI2sjtHZTuaR1ouSDYsb2DHoFbV1eMpu0ZANnfmMEX4JdjB6HxnA/FZdWWfueVMBNERLqyQ22MEVmbSG7vEO7q804HcP0laSyOjjJ/23UU7+862vr/KQmxmDgsC1Py+wvzPWAmiIh0ZYfaGKOyNnJ7h3R3++Ap3R1v+RBgOOQAD0Cnz0zNpcwnAas+9yAxLnA2yN8Ue7KvjgHzyTPNmP/hAeS8tA5FpWIstWJoEPTyyy9j6NChSExMREpKit9tHn/8ceTk5MDlciE7O9vvNmvWrEFubi66deuGtLQ03H777aioqAj42n369IHD4Wj3b86cOeG9ISIKyg61MWou6qFmbUYNzMCmaflYXpiL396VjeWFudg0Ld+2AZAsUID3+r1D8Lu7hyDQx+UAENfF/yVHfhgbtkSHkw3NeHTpTiECIUODoKamJowbNw6TJ08OuN2kSZNw5513+v1deXk5CgoKkJ+fj5KSEqxZswbHjx/HmDFjgr7+iy++iKqqqtZ/P/7xj0N6H0Sknl1qY4zM2sjtHQqyeyGvXw9hUv/hChTgdU+KQ6CSDwktF7+pIy5Bhp/PfNKwPobuO4nH6tpAwOCaoJkzZwIA3n77bcVtXn31VQDAsWPHsGfPnk6/37FjB7xeL1566SU4nS0x29NPP42CggI0NzcjNjZW8bm7deuG9PT0MN4BEWllp9qYUDpMRzul/l1qhzf79EzEpmn5nT7zbeU1+OPmCp33lkRmdW0gYIOaoJycHDidTixevBherxe1tbVYsmQJRowYETAAAoA5c+agR48eGDx4MF555RWcO3dOcdvGxkbU1dW1+0dEobFTbUykZm3MpmUY1N9nHiyDSJHJ6r5Zws8Oy8rKwtq1a3HHHXfgkUcegdfrRV5eHlavXh3wcY8//jiGDBmC1NRUfPrpp5gxYwaqqqrw61//2u/2s2fPbs1cEVH4mGWJLsFmkAVbHypQBpEil9V9szRngqZPn96p4Ljjv/379+u2gx6PB4WFhXjggQewfft2bNy4EXFxcRg7diwCLXv25JNP4oYbbsBVV12FRx99FL/61a/w2muvobGx0e/2M2bMQG1tbeu/w4cP6/YeiKIVsyzRQ49ic6UMYoY7Ho9cl9Wplkj+Oc8q+xGlNlBzJuipp57ChAkTAm7Tt2/fUPenk4ULF8LtdmPevHmtP1u6dCl69+6NrVu3Ijc3V9XzXHvttTh37hwqKipw6aWXdvq9y+WCy+XSbb+JiKKNHMR0XC5Fy/pQgTKIPxt1ud+fD76oe6fXJHGJVBuoOQhKS0tDWlqaEfviV0NDQ2tBtCwmpqXXhM/nU/08JSUlcDqdOO+883TdPyIi+i89hkGViq+Vft72NVd9fhRLt1SG9R7IWFYvmtqWoTVBlZWVqKmpQWVlJbxeL0pKSgAA/fv3R9euXQEAhw4dwunTp+HxeHDmzJnWbQYMGIC4uDiMHj0a8+fPx4svvojx48fj1KlTeOaZZ5CZmYnBgwcDALZt24b7778fH330EXr16oXi4mJs3boVN954I7p164bi4mJMnToV9957L7p3727kWyYiinpKwYpZr8kgSFz35V6EF24baHkGSGZoEPTcc8/hnXfeaf1/OWjZsGEDbrjhBgDAQw89hI0bN3bapry8HH369EF+fj6WLVuGefPmYd68eUhMTEReXh6KioqQkJAAoCVb9OWXX6K5uWWlYpfLhXfffRcvvPACGhsbkZWVhalTp+LJJ5808u0SEZHFwl3ig4zlcDiECYAAwCEFqi6OYnV1dXC73aitrUVycrLVu0NERCoVlVZh8tKdDIIE9Ozoy/Hgd/WrG/ZHy/Vb+D5BREREWsgF2qlJgXvJkbmcDuC+vD5W70Y7DIKIiCjijBqYgWd/cIUuzyUP3lx/SRrGDumly3NGo8LvZimuH2cV4ZslEhERhSI9WX0jvoz/zFgCEHSKf7f4WCz+tELXfY1kDgAPX5eFGbcMsHpXOmEQREREEUlNkXRKYiwWjh+C3DbNPINN8f/eFekMgjT4f5OuwXcvMa+1jhZi5aWIiIh0EqyLtQPAnDFXYtjFPdsFOcE6ncvBVTiS4mIC7pe/DtltdU+MxQ+usr7PTjAZ7ngM7d/T6t1QxEwQERFFLD26WHckB1ePLt0Z8n796o5BAAIPvckdsj11Z3H8VCNONDTC6XAir18P5PbtgX/uOYp/7qlS9XopibFoPudDfZO33c+7urpgXE4v1J1pxl93HQ35/SgRoSt0IAyCiIgoohmxmO+ogRn43d1DMGX5TvgCzMV3OtDu9xkdgq9A+xWs6aTaxUefHX05JgzLAgBs+aoaxWXVACTk9e3ZfhjwinRdlx+ZODRTiK7QgbBPkAL2CSIiomBW7zmKHy3b1enncni18O4h6J4Up1vw1ZbXJ2H43PWKNU8OtGSWNk3LV/2aXp+EbeU1WLfXgz9urghr/5YX5preORzQdv1mJoiIiChEt1x1AV53OnQdblNLHpabvHQnHEC7QCjURUrl7FNevx64Jiu10/tyOAA1qRMRVohXg5kgBcwEERGRWnIGxYiMTzBFpVWdgpWOw26h6vi+cjK7Y8fXJ1ozRUrB1+/vHWLZUJiW6zeDIAUMgoiIyC6sCMKMDL7CwSBIBwyCiIiIArMyA6aENUFERERkuGAz2ETHZolEREQUlRgEERERUVRiEERERERRiUEQERERRSUGQURERBSVGAQRERFRVGIQRERERFGJQRARERFFJQZBREREFJXYMVqBvJpIXV2dxXtCREREasnXbTWrgjEIUnDq1CkAQO/evS3eEyIiItLq1KlTcLvdAbfhAqoKfD4fjh49im7dusHhsHYxOPqvuro69O7dG4cPH+bCtjbA42UvPF72wuPlnyRJOHXqFC644AI4nYGrfpgJUuB0OnHhhRdavRukIDk5mV96G+HxshceL3vh8eosWAZIxsJoIiIiikoMgoiIiCgqMQgiW3G5XHj++efhcrms3hVSgcfLXni87IXHK3wsjCYiIqKoxEwQERERRSUGQURERBSVGAQRERFRVGIQRERERFGJQRARERFFJQZBZJnf//73uOqqq1q7nebl5eGDDz5o/f0jjzyCfv36ISEhAWlpaSgoKMD+/ftVP/+jjz4Kh8OB3/zmNwbsffQx6njt27cPt912G9xuN5KSknD11VejsrLSyLcSFYw4XqdPn8aUKVNw4YUXIiEhAQMGDMDrr79u9FuJCsGOl0ySJHz/+9+Hw+HA3//+94DPKUkSnnvuOWRkZCAhIQEjRozAwYMHDXoH9sQgiCxz4YUXYs6cOdixYwc+++wz5Ofno6CgAF988QUAICcnB4sXL8a+ffuwZs0aSJKE733ve/B6vUGf+29/+xu2bNmCCy64wOi3ETWMOF5lZWUYPnw4LrvsMvzrX//Cnj178OyzzyI+Pt6stxWxjDheTz75JIqKirB06VLs27cPP/nJTzBlyhSsXLnSrLcVsYIdL9lvfvMb1etZzps3D6+++ipef/11bN26FUlJSbj55ptx9uxZI96CPUlEAunevbv0hz/8we/vdu/eLQGQDh06FPA5vvnmG6lXr15SaWmplJmZKc2fP9+APSVJCv943XnnndK9995r1O5RB+EeryuuuEJ68cUX2/1syJAh0v/+7//qup/UouPx2rVrl9SrVy+pqqpKAiD97W9/U3ysz+eT0tPTpVdeeaX1ZydPnpRcLpe0fPlyI3fbVpgJIiF4vV68++67qK+vR15eXqff19fXY/HixcjKykLv3r0Vn8fn8+G+++7DT3/6U1xxxRVG7nJU0+N4+Xw+rFq1CpdccgluvvlmnHfeebj22muDpvhJO72+X0OHDsXKlStx5MgRSJKEDRs24MCBA/je975n5O5HHX/Hq6GhAXfffTcWLlyI9PT0oM9RXl4Oj8eDESNGtP7M7Xbj2muvRXFxsWH7bjtWR2EU3fbs2SMlJSVJMTExktvtllatWtXu9wsXLpSSkpIkANKll14aNAv0i1/8Qho5cqTk8/kkSZKYCdKZnsdLvptNTEyUfv3rX0u7du2SZs+eLTkcDulf//qX0W8lKuj9/Tp79qx0//33SwCkLl26SHFxcdI777xj5FuIKoGO18MPPyw9+OCDrf+PIJmgzZs3SwCko0ePtvv5uHHjpDvuuEP3fbcrBkFkqcbGRungwYPSZ599Jk2fPl3q2bOn9MUXX7T+/uTJk9KBAwekjRs3Srfeeqs0ZMgQ6cyZM36f67PPPpPOP/986ciRI60/YxCkLz2P15EjRyQA0vjx49v9/NZbb5XuuusuQ99HtNDzeEmSJL3yyivSJZdcIq1cuVLavXu39Nprr0ldu3aV1q1bZ8bbiXhKx2vFihVS//79pVOnTrVuyyBIHwyCSCg33XST9PDDD/v9XWNjo5SYmCgtW7bM7+/nz58vORwOKSYmpvUfAMnpdEqZmZkG7nX0Cud4NTY2Sl26dJFmzZrV7uc/+9nPpKFDh+q+rxTe8WpoaJBiY2Olf/7zn+1+/uCDD0o333yz7vtK/z1eTzzxhOLftuuvv97vY8vKyiQA0q5du9r9/LrrrpMef/xx43feJrpYMgZHpMDn86GxsdHv76SWoF3x9/fdd1+78W8AuPnmm3Hfffdh4sSJuu8rhXe84uLicPXVV+PLL79s9/MDBw4gMzNT932l8I5Xc3Mzmpub4XS2LyWNiYmBz+fTfV/pv8dr5syZeOihh9r97sorr8T8+fNx6623+n1sVlYW0tPT8dFHHyE7OxsAUFdXh61bt2Ly5MlG77p9WBmBUXSbPn26tHHjRqm8vFzas2ePNH36dMnhcEhr166VysrKpF/84hfSZ599Jn399dfS5s2bpVtvvVVKTU2Vvv3229bnuPTSS6X3339f8TU4HKYfI47X+++/L8XGxkpvvvmmdPDgQem1116TYmJipE8++cSKtxhRjDhe119/vXTFFVdIGzZskL766itp8eLFUnx8vPS73/3OircYUQIdL3/gZzis4/GaM2eOlJKSIq1YsULas2ePVFBQIGVlZQUc8ow2DILIMpMmTZIyMzOluLg4KS0tTbrppptav/BHjhyRvv/970vnnXeeFBsbK1144YXS3XffLe3fv7/dcwCQFi9erPgaDIL0Y9Txeuutt6T+/ftL8fHx0qBBg6S///3vZr2liGbE8aqqqpImTJggXXDBBVJ8fLx06aWXSr/61a9aJyJQ6AIdL3/8BUEdj5fP55OeffZZ6fzzz5dcLpd00003SV9++aVB78CeHJIkSVZmooiIiIiswD5BREREFJUYBBEREVFUYhBEREREUYlBEBEREUUlBkFEREQUlRgEERERUVRiEERERERRiUEQERERRSUGQURERBSVGAQRERFRVGIQRERERFHp/wM+3mHGsoLOdQAAAABJRU5ErkJggg=="
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(df['lat'] , df['lon'])\n"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "outputs": [
    {
     "data": {
      "text/plain": "<AxesSubplot:>"
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df[\"action_type\"].value_counts().head(10)[::-1].plot.barh()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "outputs": [
    {
     "data": {
      "text/plain": "combined_shot_type\nBank Shot      95.0\nDunk          980.0\nHook Shot      68.0\nJump Shot    7708.0\nLayup        2561.0\nTip Shot       53.0\nName: shot_made_flag, dtype: float64"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "combined_shot_type\nBank Shot      120\nDunk          1056\nHook Shot      127\nJump Shot    19710\nLayup         4532\nTip Shot       152\nName: shot_made_flag, dtype: int64"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<AxesSubplot:xlabel='combined_shot_type'>"
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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AYBVhBAAAWEUYAQAAVhFGAACAVYQRAABgFWEEAABYRRgBAABWEUYAAIBVhBEAAGAVYQQAAFhFGAEAAFYRRgAAgFWEEQAAYBVhBAAAWFWoMDJ9+nSFh4crICBArVu31vbt2/PtO2vWLLVv314hISEKCQlRp06dbtofAACULm6HkWXLlikuLk7jxo3Tzp07FRkZqS5duuj06dN59t+wYYN69eql9evXa+vWrQoLC9Ojjz6qEydO3HbxAADA87kdRqZOnaqBAwcqNjZWjRo10owZMxQUFKS5c+fm2f+jjz7SCy+8oKioKDVs2FCzZ89WTk6OkpKSbrt4AADg+dwKI1lZWUpOTlanTp1+fANvb3Xq1Elbt24t0HtcuXJF165dU8WKFfPtk5mZqfT0dJcXAAAomdwKI2fPnlV2drZCQ0Nd2kNDQ5WWllag9xg5cqRq1KjhEmh+avLkySpfvrzzFRYW5k6ZAADAgxTr3TRTpkzR0qVL9ac//UkBAQH59hs9erQuXrzofB0/frwYqwQAAMXJ153OlStXlo+Pj06dOuXSfurUKVWrVu2m27777ruaMmWKPv30UzVr1uymfR0OhxwOhzulAQAAD+XWmRF/f3+1aNHCZfDpjcGobdq0yXe7t99+WxMmTNC6devUsmXLwlcLAABKHLfOjEhSXFycYmJi1LJlS7Vq1UoJCQnKyMhQbGysJKlv376qWbOmJk+eLEl66623NHbsWC1evFjh4eHOsSVly5ZV2bJli/CrAAAAT+R2GOnZs6fOnDmjsWPHKi0tTVFRUVq3bp1zUGtqaqq8vX884fKHP/xBWVlZeuqpp1zeZ9y4cXrjjTdur3oAAODx3A4jkjRkyBANGTIkz3UbNmxwWT569GhhPgIAAJQSPJsGAABYRRgBAABWEUYAAIBVhBEAAGAVYQQAAFhFGAEAAFYRRgAAgFWEEQAAYBVhBAAAWEUYAQAAVhFGAACAVYQRAABgFWEEAABYRRgBAABWEUYAAIBVhBEAAGAVYQQAAFhFGAEAAFYRRgAAgFWEEQAAYBVhBAAAWEUYAQAAVhFGAACAVYQRAABgFWEEAABYRRgBAABWEUYAAIBVhBEAAGAVYQQAAFhFGAEAAFYRRgAAgFWEEQAAYBVhBAAAWEUYAQAAVhFGAACAVYQRAABgFWEEAABYRRgBAABWEUYAAIBVhBEAAGAVYQQAAFhFGAEAAFYRRgAAgFWEEQAAYBVhBAAAWEUYAQAAVhFGAACAVYQRAABgFWEEAABYRRgBAABWEUYAAIBVhBEAAGAVYQQAAFhFGAEAAFYRRgAAgFWEEQAAYBVhBAAAWEUYAQAAVhFGAACAVYQRAABgFWEEAABYRRgBAABWEUYAAIBVhBEAAGAVYQQAAFhVqDAyffp0hYeHKyAgQK1bt9b27dtv2n/FihVq2LChAgIC1LRpU61du7ZQxQIAgJLH7TCybNkyxcXFady4cdq5c6ciIyPVpUsXnT59Os/+W7ZsUa9evdS/f3/t2rVL3bt3V/fu3fX111/fdvEAAMDzuR1Gpk6dqoEDByo2NlaNGjXSjBkzFBQUpLlz5+bZ/3e/+526du2q4cOHKyIiQhMmTND999+vDz744LaLBwAAns/Xnc5ZWVlKTk7W6NGjnW3e3t7q1KmTtm7dmuc2W7duVVxcnEtbly5dtHr16nw/JzMzU5mZmc7lixcvSpLS09PdKfemcjKvFNl73UlF+Z3vFE/Yl56wHyX2ZVHxhP0osS+LiifsR6l07ssb72eMuWk/t8LI2bNnlZ2drdDQUJf20NBQ7du3L89t0tLS8uyflpaW7+dMnjxZ8fHxudrDwsLcKbdEKJ9gu4KSgf1YdNiXRYd9WTTYj0XnTu3LS5cuqXz58vmudyuMFJfRo0e7nE3JycnRuXPnVKlSJXl5eVmsLH/p6ekKCwvT8ePHFRwcbLscj8a+LBrsx6LDviw67Mui4Sn70RijS5cuqUaNGjft51YYqVy5snx8fHTq1CmX9lOnTqlatWp5blOtWjW3+kuSw+GQw+FwaatQoYI7pVoTHBx8V/9geBL2ZdFgPxYd9mXRYV8WDU/Yjzc7I3KDWwNY/f391aJFCyUlJTnbcnJylJSUpDZt2uS5TZs2bVz6S9I//vGPfPsDAIDSxe3LNHFxcYqJiVHLli3VqlUrJSQkKCMjQ7GxsZKkvn37qmbNmpo8ebIk6aWXXtJDDz2k9957T0888YSWLl2qHTt2aObMmUX7TQAAgEdyO4z07NlTZ86c0dixY5WWlqaoqCitW7fOOUg1NTVV3t4/nnBp27atFi9erNdff12vvvqq6tevr9WrV6tJkyZF9y3uAg6HQ+PGjct1eQnuY18WDfZj0WFfFh32ZdEoafvRy9zqfhsAAIA7iGfTAAAAqwgjAADAKsIIAACwijACAACsIowUUr9+/XTp0qVc7RkZGerXr5+FigAUBY5t3I0WLlzo8sy2G7KysrRw4UILFRUt7qYpJB8fH508eVJVq1Z1aT979qyqVaum69evW6oMpVV+P5PfffedqlatquzsbEuVeRaObdyNSvrxfVc+m+Zulp6eLmOMc779gIAA57rs7GytXbs21w8Lbs/333+vwMBA22Xc9fL7uyIzM1P+/v7FXI3n4djG3cwYk+ez2f79738XaLr1ux1hxE0VKlSQl5eXvLy8dN999+Va7+XllecTh3FzL774ot5///1c7RkZGXryySe1fv16C1V5hhv7zcvLS7Nnz1bZsmWd67Kzs7Vp0yY1bNjQVnkeg2P7ztuxY4dSUlIkSREREWrZsqXliu5+zZs3d/5cPvLII/L1/fHXdnZ2to4cOaKuXbtarLBoEEbctH79ehlj1LFjR3388ceqWLGic52/v79q1659y6cTIrfExESFhIS4/GOfkZFRIg6yO23atGmSfvjLacaMGfLx8XGu8/f3V3h4uGbMmGGrPI/BsX3n/Pvf/1avXr20efNm50NPL1y4oLZt22rp0qWqVauW3QLvYt27d5ck7d69W126dHH5Y+PG8f2rX/3KUnVFhzEjhXTs2DGFhYW5TH2Pwjt06JDat2+vESNG6Le//a0uXbqkLl26yNfXV3/9619VpkwZ2yXe9R5++GGtWrVKISEhtkvxaBzbRa9r1666cOGCFixYoAYNGkiS9u/fr9jYWAUHB2vdunWWK7z7LViwQD179nS5fFiSEEZuw4ULFzRnzhznacfGjRurX79+JeL6nQ1ffvmlHn74YY0bN05LliyRw+FQYmIiQaQQbhzWeV1jxq1xbBetwMBAbdmyRc2bN3dpT05OVvv27XXlyhVLlXme5ORkl5/Ln+5TT0X0L6QdO3aobt26mjZtms6dO6dz585p6tSpqlu3rnbu3Gm7PI/UrFkzrVmzRq+++qqCgoI4I1IICxcuVNOmTRUYGKjAwEA1a9ZMixYtsl2WR+HYLnphYWG6du1arvbs7GwufRXQ6dOn1bFjRz3wwAN68cUX9eKLL6pFixZ65JFHdObMGdvl3TbOjBRS+/btVa9ePc2aNcs5oOj69esaMGCADh8+rE2bNlmu8O53Y2DWTx07dkxVq1Z1uYOGXwK3NnXqVI0ZM0ZDhgxRu3btJEmff/65pk+frjfffFPDhg2zXKFn4Nguen/+8581adIkTZ8+3TlodceOHRo6dKhGjhzpHBeB/PXs2VOHDx/WwoULFRERIUn65ptvFBMTo3r16mnJkiWWK7w9hJFCCgwM1K5du3LdpfDNN9+oZcuWnHYsAHfuTBg3btwdrKRkqFOnjuLj49W3b1+X9gULFuiNN97QkSNHLFXmWTi2i15ISIiuXLmi69evuwQ8X1/fXGc/z507Z6PEu1758uX16aef6oEHHnBp3759ux599FFduHDBTmFFhLtpCik4OFipqam5/sE6fvy4ypUrZ6kqz0LAKFonT55U27Ztc7W3bdtWJ0+etFCRZ+LYLnoJCQm2S/B4OTk58vPzy9Xu5+ennJwcCxUVLcJIIfXs2VP9+/fXu+++6/wFsHnzZg0fPly9evWyXJ3nysrK0unTp3MdXPfcc4+lijxHvXr1tHz5cr366qsu7cuWLVP9+vUtVeV5OLaLXkxMjO0SPF7Hjh310ksvacmSJc5xNidOnNCwYcP0yCOPWK7u9hFGCundd9+Vl5eX+vbt65we2s/PT88//7ymTJliuTrP8+2336p///7asmWLS/uNWQc9farj4hAfH6+ePXtq06ZNzjEjmzdvVlJSkpYvX265Os/BsV30UlNTb7qePzZu7YMPPlC3bt0UHh6usLAwST+crWvSpIk+/PBDy9XdPsaM3KYrV67o0KFDkqS6desqKCjIckWeqV27dvL19dWoUaNUvXr1XANbIyMjLVXmWZKTkzVt2jSXWS5ffvnlEnP7X3Hi2C463t7eN73NnD82CsYYo08//VT79u2T9MPx3alTJ8tVFQ3CCO4KZcqUUXJyMtOWAyXQnj17XJavXbumXbt2aerUqZo4caJ69OhhqTLcLbhMU0gZGRmaMmWKkpKS8hzjcPjwYUuVeaZGjRrp7NmztsvweDk5OTp48GCeP5M///nPLVXlWTi2i15eZzZbtmypGjVq6J133iGMFFBSUlK+P5dz5861VFXRIIwU0oABA7Rx40b16dMnz8sKcM9bb72lESNGaNKkSWratGmuUePBwcGWKvMc27ZtU+/evXXs2LFcT/Bl3E3BcWwXnwYNGuiLL76wXYZHiI+P1/jx49WyZcsS+XPJZZpCqlChghITE50DBXF7bjwH5KcHGANYCy4qKkr33Xef4uPj8/zHiqnMC4Zju+ilp6e7LBtjdPLkSb3xxhvat2+fdu/ebacwD1K9enW9/fbb6tOnj+1S7gjOjBRSSEiIy1M9cXvWr19vuwSPd+DAAa1cuVL16tWzXYpH49guehUqVMjzD42wsDAtXbrUUlWeJSsrK895hEoKzowU0ocffqg///nPWrBgAaPscVfo2LGjRowYoa5du9ouxaNxbBe9DRs2uIQRb29vValSRfXq1XPOyIqbGzlypMqWLasxY8bYLuWOIIy44afPUjl48KCMMQoPD881xoFnqbjnVs/7YPBl3r788kvnfx86dEivv/66hg8fnue4m2bNmhV3eR6DY/vOysjI4KGXhRAXF+f875ycHC1YsEDNmjVTs2bNcv1cTp06tbjLK1JEUjfwMKc7p0OHDrna/vuXA2NG8hYVFSUvLy+XAav9+vVz/veNdYy7uTmO7TsrNDRU//M//6N+/frpwQcftF2Ox9i1a5fLclRUlCTp66+/dmkvCYNZOTOCu8LFixddlm/MQzBmzBhNnDixREx3fCccO3aswH1r1659BysB8rd69WrNnz9fa9euVXh4uPr166e+ffs6pzUHCCNF4OrVq1q2bJkyMjLUuXNnngNShDZu3Ki4uDglJyfbLgWlEMd20Tpz5owWLVqk+fPnKyUlRV26dFG/fv3UrVs3xo646dixY8rIyFDDhg2ddyN6NAO3DBs2zAwZMsS5nJmZaSIjI42fn58pX768KVOmjNm8ebPFCkuWlJQUU6ZMGdtl3NX2799v/vWvf7m0ffrpp6ZDhw7mgQceMBMnTrRUmWfh2C5e77//vnE4HMbLy8tUqVLFjBkzxmRkZNgu664zZ84c895777m0DRw40Hh7extvb28TERFhUlNTLVVXdEpAnCpef//739W5c2fn8kcffaTU1FQdOHBA58+f169//WtNnDjRYoWe6csvv3R57dmzR+vWrdOgQYOc10mRt5EjR2rNmjXO5SNHjig6Olr+/v5q06aNJk+ezCPcC4Bj+847deqU3n77bTVq1EijRo3SU089paSkJL333ntatWoVY3fyMHPmTIWEhDiX161bp3nz5mnhwoX64osvVKFCBcXHx1ussIjYTkOeply5cubAgQPO5aefftoMHDjQubxr1y5TvXp1G6V5NC8vL+Pt7W28vLxcXm3atDEpKSm2y7ur1apVy2zZssW5PGHCBBMZGelcnj17tssy8saxfed8/PHH5sknnzR+fn4mMjLS/N///Z85f/68S5+DBw8aPz8/OwXexSpWrGi+/PJL5/KgQYPMr371K+fy+vXrTXh4uI3SihQX6dzk7e3tcufCtm3bXO77rlChgs6fP2+jNI925MgRl+Ub8xAEBARYqshznD17VrVq1XIur1+/XtHR0c7lDh066OWXX7ZRmkfh2L5zYmNj9fTTT2vz5s164IEH8uxTo0YNvfbaa8Vc2d3v+++/d3kcxpYtW9S/f3/n8r333qu0tDQbpRUpLtO4KSIiQp988okkae/evUpNTdXDDz/sXH/s2DGFhobaKs8j5eTkKCkpSYMHD9YTTzyhJ598UoMHD9by5ctzPWMFuVWsWFEnT56U9MO+3LFjh372s58512dlZbEfC4Bj+845efKk/vjHP+YbRCQpMDBQ48aNK8aqPEPt2rWdA/jPnj2rvXv3ujyqIC0trUQ86oEzI24aMWKEnn76aSUmJmrv3r16/PHHVadOHef6tWvXqlWrVhYr9CzGGHXr1k1r165VZGSkmjZtKmOMUlJS9Nxzz2nVqlVavXq17TLvah06dNCECRP0+9//XitWrFBOTo7LvC3ffPONwsPDrdXnKTi275z/nsn26tWrysrKclnPgzDzFxMTo8GDB2vv3r367LPP1LBhQ7Vo0cK5fsuWLWrSpInFCosGYcRNv/zlL7V27VqtWbNGjz76qIYOHeqyPigoSC+88IKl6jzP/PnztWnTJiUlJbn8FSpJn332mbp3766FCxeqb9++liq8+02cOFGdO3dW7dq15ePjo/fff99ltstFixapY8eOFiv0DBzbd05GRoZGjhyp5cuX67vvvsu1ngn58jdixAhduXJFq1atUrVq1bRixQqX9Zs3b1avXr0sVVd0mGcEVj366KPq2LGjRo0alef6SZMmaePGjfrb3/5WzJV5luvXr2vv3r2qUqVKromk9uzZo1q1aqlSpUqWqkNpN3jwYK1fv14TJkxQnz59NH36dJ04cUJ//OMfNWXKFD3zzDO2S4RlhBFYVa1aNa1bty7f23d37dqlxx57rEQM0AJKq3vuuUcLFy5Uhw4dFBwcrJ07d6pevXpatGiRlixZorVr19ouEZYxgBVWnTt37qaDAkNDQ7mDAfBw586d07333ivph/Eh586dkyQ9+OCDt3xIJkoHwgisys7Ovuk00D4+Prp+/XoxVgSgqN17773O2/cbNmyo5cuXS5I++eSTEnEnCG4fA1hhlTFGzz33nBwOR57rMzMzi7kiAEUtNjZWe/bs0UMPPaRRo0YpOjpaH3zwga5du6apU6faLg93AcaMFNKSJUvyHcE8fPhwvfPOO8VckWeKjY0tUL958+bd4Uo837Vr1+Tn55fnurNnz6py5crFXJFnO336tPbv3y9JatCggapWrWq5opLj2LFjSk5OVuXKlfXhhx9q5syZtkvyKDd+bXt5eVmupAjZmPa1JChfvrxZu3Ztrvbf/va3plq1ahYqQmnXo0cPk5OTk6s9LS3NNG7c2EJFnik9Pd08++yzxtfX1/lYAl9fX/PMM8+YCxcu2C6vRNm9e7fx9va2XYbHmD17tmncuLHx9/c3/v7+pnHjxmbWrFm2yyoSjBkppI8++ki9evXS559/7mwbOnSoli9frvXr11usDKVVamqqBgwY4NKWlpamDh06qGHDhpaq8jwDBgzQv/71L61Zs0YXLlzQhQsXtGbNGu3YsUP/+7//a7s8lFJjx47VSy+9pOjoaK1YsUIrVqxQdHS0hg0bprFjx9ou7/bZTkOe7KOPPjIhISFmx44d5vnnnzc1atQw+/fvt10WSqnTp0+bhg0bmmHDhhljjDlx4oS57777zK9//WuTnZ1tuTrPERQUZP75z3/mat+0aZMJCgqyUFHJxZmRgqtcubJZvHhxrvbFixebSpUqWaioaDGA9Tb07t1bFy5cULt27VSlShVt3LhR9erVs10WSqkqVaro73//ux588EFJ0po1a3T//ffro48+krc3J0ELqlKlSnne4VG+fHmXR7kDxenatWtq2bJlrvYWLVqUiDsOGcDqhri4uDzbV6xYofvvv19169Z1tjFCHLZ8++23at++vTp37qxFixaVrEFuxWDmzJlasWKFFi1apGrVqkn64XJXTEyMevTowaUaN/To0eOm6y9cuKCNGzcyHXwBDB06VH5+frl+t7zyyiv6/vvvNX36dEuVFQ3CiBt++uyU/Hh5eemzzz67w9UAUkhISJ5h48qVK3I4HPLx8XG23ZhoCjfXvHlzHTx4UJmZmbrnnnsk/TAex+FwqH79+i59d+7caaNEj8HdckVn6NChWrhwocLCwpxP5f7Xv/6l1NRU9e3b1+VOOk/8Y5jLNG5gYCruNgkJCbZLKHG6d+9uu4QSg5BRdL7++mvdf//9kqRDhw5JkipXrqzKlSvr66+/dvbz1DOhnBkBAABWcWakkDIyMjRlyhQlJSXp9OnTysnJcVl/+PBhS5WhNMvOztbq1auVkpIiSWrcuLG6devmcrkGBXf58uVcx3ZwcLClaoCSizBSSAMGDNDGjRvVp08fVa9e3WNPjaHkOHjwoB5//HGdOHFCDRo0kCRNnjxZYWFhSkxMdBlgjfwdOXJEQ4YM0YYNG3T16lVnuzFGXl5eDLZEsenRo4fmz5+v4ODgWw4GXrVqVTFVdWcQRgrpr3/9qxITE9WuXTvbpQCSpBdffFF169bVtm3bVLFiRUnSd999p2effVYvvviiEhMTLVfoGZ599lkZYzR37lyFhobyhwasKV++vPPnr6Q/UJAxI4VUp04drV27VhEREbZLASRJZcqU0bZt29S0aVOX9j179qhdu3a6fPmypco8S9myZZWcnOw8uwTYNH78eL3yyisKCgqyXcodxUxIhTRhwgSNHTtWV65csV0KIElyOBy6dOlSrvbLly/L39/fQkWe6YEHHtDx48dtlwFIkuLj40vFHxKcGSmk5s2b69ChQzLGKDw8PNfTUpl/AMWtb9++2rlzp+bMmaNWrVpJ+mEegoEDB6pFixaaP3++3QI9xKFDhzRo0CA9++yzatKkSa5ju1mzZpYqQ2nk7e2ttLS0Ev/UaMaMFBJzEeBu8/777ysmJkZt2rRx/gK9fv26unXrpt/97neWq/McZ86c0aFDh1wm7PLy8mIAK6wpDeOWODMClDAHDhxQSkqKvLy8FBERwfOS3NSoUSNFRERoxIgReQ5grV27tqXKUBp5e3u7DGTNj6fPsEwYAUqgG4d1afiLqqiVKVNGe/bsIcThruDt7a2EhIRb3k0TExNTTBXdGVymKaTs7GxNmzZNy5cvV2pqqrKyslzWe3pKhWdauHCh3nnnHR04cECSdN9992n48OHq06eP5co8R8eOHQkjuKs8/fTTjBlB3uLj4zV79my9/PLLev311/Xaa6/p6NGjWr16tcaOHWu7PJRCU6dO1ZgxYzRkyBDn/Deff/65Bg0apLNnz2rYsGGWK/QM0dHRGjZsmL766is1bdo01wDWbt26WaoMpVFpObvJZZpCqlu3rt5//3098cQTKleunHbv3u1s27ZtmxYvXmy7RJQyderUUXx8vPr27evSvmDBAr3xxhs6cuSIpco8i7d3/jMeMIAVxa203E3DPCOFlJaW5pxcqmzZsrp48aIk6cknn2SmS1hx8uRJtW3bNld727ZtdfLkSQsVeaacnJx8XwQRFLecnJwSH0Qkwkih1apVy/kPfN26dfX3v/9dkvTFF1/I4XDYLA2lVL169bR8+fJc7cuWLVP9+vUtVAQABcOYkUL65S9/qaSkJLVu3VpDhw7Vs88+qzlz5ig1NZVr87AiPj5ePXv21KZNm5xjRjZv3qykpKQ8QwryNn78+JuuZ0wYUPQYM1JEtm7dqq1bt6p+/fqKjo62XQ5KqeTkZE2bNk0pKSmSpIiICL388stq3ry55co8x0/31bVr13TkyBH5+vqqbt26zK4M3AGEEQC4hfT0dD333HP65S9/yW3SwB1AGCmk7777TpUqVZIkHT9+XLNmzdL333+vbt26qX379parQ2mSnp5eoH7BwcF3uJKS7auvvlJ0dLSOHj1quxSgxGHMiJtu/IN0/Phx1a9fX0uXLlXXrl2VkZEhb29vTZs2TStXruTZNSg2FSpUuOlcBDxTpWhcvHjRedccgKLFmRE3PfbYY/L19dWoUaO0aNEirVmzRl26dNGsWbMkSUOHDlVycrK2bdtmuVKUFhs3bnT+tzFGjz/+uGbPnq2aNWu69HvooYeKuzSP9P7777ssG2N08uRJLVq0SA899BBzCAF3AGHETZUrV9Znn32mZs2a6fLlywoODtYXX3yhFi1aSJL27dunn/3sZ7pw4YLdQlFqlStXTnv27NG9995ruxSPVKdOHZdlb29vValSRR07dtTo0aNVrlw5S5UBJReXadx07tw5VatWTdIPk52VKVNGISEhzvUhISG6dOmSrfIA3CZmqgWKH2GkEH56fb60PDsAKMl69Ohxyz6+vr6qVq2aOnfuzC38QBEijBTCc88955xl9erVqxo0aJDKlCkjScrMzLRZGiCJgFwYt3pEu/TD1NwHDhzQ7Nmz9corr9xygjQABcOYETfFxsYWqN+8efPucCXAD376F/0nn3yijh07OgPyDatWrSrOskq0NWvW6IUXXlBqaqrtUoASgTMjbiJk4G7z07/on332WUuVlB4PPvigWrZsabsMoMTgzAgAALCKp/YCAACrCCMAAMAqwggAALCKMAIAAKwijAAl2NGjR+Xl5aXdu3fn22fDhg3y8vK6448wKEgtxfk+AO4ehBGglGvbtq1OnjxZoEm/SpLw8HAlJCQUuP/8+fNVoUKFO1YPUJoxzwhQyvn7+zuftwQANnBmBChGOTk5evvtt1WvXj05HA7dc889mjhxoiTpq6++UseOHRUYGKhKlSrpN7/5jS5fvuzc9rnnnlP37t01adIkhYaGqkKFCho/fryuX7+u4cOHq2LFiqpVq1aeE/Pt27dPbdu2VUBAgJo0aaKNGzc61/30Ms2NMwB/+9vfFBERobJly6pr1646efKky3vOnj1bERERCggIUMOGDfX73//eZf327dvVvHlzBQQEqGXLltq1a1eB99P58+f1zDPPqEqVKgoMDFT9+vVzfa/Dhw/r4YcfVlBQkCIjI7V161aX9R9//LEaN24sh8Oh8PBwvffee851HTp00LFjxzRs2DB5eXndcvr8DRs2KDY2VhcvXnT2f+ONNzR+/Hg1adIkV/+oqCiNGTNG0o//3+Lj41WlShUFBwdr0KBBysrKcvbPycnR5MmTVadOHQUGBioyMlIrV64s8P4CPJ4BUGxGjBhhQkJCzPz5883BgwfNP//5TzNr1ixz+fJlU716ddOjRw/z1VdfmaSkJFOnTh0TExPj3DYmJsaUK1fODB482Ozbt8/MmTPHSDJdunQxEydONN9++62ZMGGC8fPzM8ePHzfGGHPkyBEjydSqVcusXLnSfPPNN2bAgAGmXLly5uzZs8YYY9avX28kmfPnzxtjjJk3b57x8/MznTp1Ml988YVJTk42ERERpnfv3s5aPvzwQ1O9enXz8ccfm8OHD5uPP/7YVKxY0cyfP98YY8ylS5dMlSpVTO/evc3XX39tPvnkE3PvvfcaSWbXrl233E+DBw82UVFR5osvvjBHjhwx//jHP8xf/vIXl+/UsGFDs2bNGrN//37z1FNPmdq1a5tr164ZY4zZsWOH8fb2NuPHjzf79+838+bNM4GBgWbevHnGGGO+++47U6tWLTN+/Hhz8uRJc/LkyZvWk5mZaRISEkxwcLCz/6VLl8zx48eNt7e32b59u7Pvzp07jZeXlzl06JDz/1vZsmVNz549zddff23WrFljqlSpYl599VXnNm+++aZp2LChWbdunTl06JCZN2+ecTgcZsOGDbfcV0BJQBgBikl6erpxOBxm1qxZudbNnDnThISEmMuXLzvbEhMTjbe3t0lLSzPG/PBLrXbt2iY7O9vZp0GDBqZ9+/bO5evXr5syZcqYJUuWGGN+/MU9ZcoUZ59r166ZWrVqmbfeessYk3cYkWQOHjzo3Gb69OkmNDTUuVy3bl2zePFil+8wYcIE06ZNG2OMMX/84x9NpUqVzPfff+9c/4c//KHAYSQ6OtrExsbmue7Gd5o9e7azbe/evUaSSUlJMcYY07t3b9O5c2eX7YYPH24aNWrkXK5du7aZNm3aLWu5Yd68eaZ8+fK52h977DHz/PPPO5eHDh1qOnTo4FyOiYkxFStWNBkZGc62P/zhD6Zs2bImOzvbXL161QQFBZktW7a4vG///v1Nr169Clwf4Mm4TAMUk5SUFGVmZuqRRx7Jc11kZKTLw+3atWunnJwc7d+/39nWuHFjeXv/eNiGhoaqadOmzmUfHx9VqlRJp0+fdnn/Nm3aOP/b19dXLVu2VEpKSr61BgUFqW7dus7l6tWrO98zIyNDhw4dUv/+/VW2bFnn680339ShQ4ec36dZs2YKCAjIs4Zbef7557V06VJFRUVpxIgR2rJlS64+zZo1c6lPkrPGlJQUtWvXzqV/u3btdODAAWVnZxe4joIYOHCglixZoqtXryorK0uLFy9Wv379XPpERkYqKCjIudymTRtdvnxZx48f18GDB3XlyhV17tzZZX8uXLjQuT+Bko4BrEAxCQwMvO338PPzc1n28vLKsy0nJ6fIP8f8/8dY3RjHMmvWLLVu3dqln4+Pz2197g2PPfaYjh07prVr1+of//iHHnnkEQ0ePFjvvvtunjXeGPNxu9+7MKKjo+VwOPSnP/1J/v7+unbtmp566qkCb39jfyYmJqpmzZou6xwOR5HWCtytODMCFJP69esrMDBQSUlJudZFRERoz549ysjIcLZt3rxZ3t7eatCgwW1/9rZt25z/ff36dSUnJysiIqJQ7xUaGqoaNWro8OHDqlevnsurTp06kn74Pl9++aWuXr2aZw0FUaVKFcXExOjDDz9UQkKCZs6cWeBtIyIitHnzZpe2zZs367777nMGJn9/f7fOkuTX39fXVzExMZo3b57mzZunp59+Olfw3LNnj77//nvn8rZt21S2bFmFhYWpUaNGcjgcSk1NzbU/w8LCClwf4Mk4MwIUk4CAAI0cOVIjRoyQv7+/2rVrpzNnzmjv3r165plnNG7cOMXExOiNN97QmTNnNHToUPXp00ehoaG3/dnTp09X/fr1FRERoWnTpun8+fO5LiW4Iz4+Xi+++KLKly+vrl27KjMzUzt27ND58+cVFxen3r1767XXXtPAgQM1evRoHT161OWsxq2MHTtWLVq0UOPGjZWZmak1a9a4FZ5efvllPfDAA5owYYJ69uyprVu36oMPPnC54yc8PFybNm3S008/LYfDocqVK9/0PcPDw3X58mUlJSU5L7vcuPQyYMAAZ30/DUGSlJWVpf79++v111/X0aNHNW7cOA0ZMkTe3t4qV66cXnnlFQ0bNkw5OTl68MEHdfHiRW3evFnBwcGKiYkp8PcGPJbtQStAaZKdnW3efPNNU7t2bePn52fuueceM2nSJGOMMV9++aV5+OGHTUBAgKlYsaIZOHCguXTpknPbmJgY84tf/MLl/R566CHz0ksvubT998DMG4M9Fy9ebFq1amX8/f1No0aNzGeffebsn9cA1p8O1PzTn/5kfvrPxUcffWSioqKMv7+/CQkJMT//+c/NqlWrnOu3bt1qIiMjjb+/v4mKijIff/xxgQewTpgwwURERJjAwEBTsWJF84tf/MIcPnzY5Tv99/ucP3/eSDLr1693tq1cudI0atTIuZ/feecdl8/YunWradasmXE4HLm+W34GDRpkKlWqZCSZcePGuaxr3769ady4ca5tbvx/Gzt2rKlUqZIpW7asGThwoLl69aqzT05OjklISDANGjQwfn5+pkqVKqZLly5m48aNBaoL8HRexvz/C8EAgEIxxqh+/fp64YUXFBcX57Luueee04ULF7R69Wo7xQEegMs0AHAbzpw5o6VLlyotLU2xsbG2ywE8EgNYARS7QYMGudzG+t+vQYMGWanpsccey7emSZMm5btd1apVNX78eM2cOVMhISHFWDFQcnCZBkCxO336tNLT0/NcFxwcrKpVqxZzRdKJEydc7nj5bxUrVlTFihWLuSKg9CCMAAAAq7hMAwAArCKMAAAAqwgjAADAKsIIAACwijACAACsIowAAACrCCMAAMAqwggAALDq/wEutURVP1SwOgAAAABJRU5ErkJggg=="
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "s = df.groupby(\"combined_shot_type\")[\"shot_made_flag\"].sum()\n",
    "c = df.groupby(\"combined_shot_type\")[\"shot_made_flag\"].count()\n",
    "display(s,c)\n",
    "rate = s/c\n",
    "rate.plot.bar()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1200x400 with 3 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 将字符串量化\n",
    "#\n",
    "df['shot_zone_area'] = df['shot_zone_area'].factorize()[0]\n",
    "df['shot_zone_range'] = df['shot_zone_range'].factorize()[0]\n",
    "df['shot_zone_basic'] = df['shot_zone_basic'].factorize()[0]\n",
    "\n",
    "# 画3个子图\n",
    "plt.figure(figsize=(4*3,  4))\n",
    "N = ['shot_zone_basic', 'shot_zone_range', 'shot_zone_area']\n",
    "for k in range(3):\n",
    "\n",
    "    axes = plt.subplot(1, 3, k+1)\n",
    "    axes.scatter(df['loc_x'], df['loc_y'], c=df[N[k]], cmap='rainbow')\n",
    "    axes.set_title(N[k], fontsize=20)\n"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.groupby('period')['period'].count().plot.bar()\n",
    "plt.show()\n"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}